
## Package
import pandas as pd
import numpy as np
import seaborn as sns
import glob 
import keras
import IPython.display as ipd
import librosa
import librosa.display
import matplotlib.pyplot as plt
import plotly.graph_objs as go
import plotly.offline as py
import plotly.tools as tls
import scipy.io.wavfile
import tensorflow
py.init_notebook_mode(connected=True)
import torchaudio
from torchaudio.transforms import MelSpectrogram
from torchvision import transforms
import torchaudio
import zipfile
import os
from glob import glob
from tqdm import tqdm
import cv2
import matplotlib.pyplot as plt
import librosa
from IPython.display import display, Audio, Video
from emot.emo_unicode import UNICODE_EMOJI, EMOTICONS_EMO
pd.set_option("display.max_columns", 99)
import os
import random
import sys
from tensorflow.keras.optimizers import Adam

## Keras
from tensorflow.keras import regularizers
from tensorflow.keras.callbacks import ModelCheckpoint, LearningRateScheduler, EarlyStopping
from tensorflow.keras.callbacks import  History, ReduceLROnPlateau, CSVLogger
from tensorflow.keras.models import Model, Sequential
from tensorflow.keras.layers import Dense, Embedding, LSTM
from tensorflow.keras.layers import Input, Flatten, Dropout, Activation, BatchNormalization
from tensorflow.keras.layers import Conv1D, MaxPooling1D, AveragePooling1D
from tensorflow.keras.preprocessing import sequence
from tensorflow.keras.preprocessing.sequence import pad_sequences
from tensorflow.keras.preprocessing.text import Tokenizer
from tensorflow.keras import utils
from tensorflow.keras.utils import to_categorical
from matplotlib import pyplot as plt
from sklearn.decomposition import PCA
from tqdm import tqdm
import cv2

try: # this is only working on the 2nd try in colab :)
  from transformers import DistilBertTokenizer, TFDistilBertModel, TFDistilBertForSequenceClassification, DistilBertConfig, DistilBertTokenizerFast
except Exception as err: # so we catch the error and import it again
  from transformers import DistilBertTokenizer, TFDistilBertModel, TFDistilBertForSequenceClassification, DistilBertConfig, DistilBertTokenizerFast

import tensorflow.keras as keras
from tensorflow.keras.metrics import AUC

import tensorflow_datasets as tfds
import tensorflow_addons as tfa

from tensorflow.keras.losses import BinaryCrossentropy

dbert_tokenizer = DistilBertTokenizerFast.from_pretrained('distilbert-base-uncased')
config = DistilBertConfig.from_pretrained('distilbert-base-uncased')

## Sklearn
from sklearn.metrics import confusion_matrix
from sklearn.preprocessing import LabelEncoder


## Rest
from scipy.fftpack import fft
from scipy import signal
from scipy.io import wavfile
from tqdm import tqdm


import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
import plotly.express as px
from nltk import FreqDist
from matplotlib.ticker import MaxNLocator

import warnings
warnings.filterwarnings("ignore")
input_duration=3

C:\Users\ADMIN\anaconda3\Lib\site-packages\tensorflow_addons\utils\tfa_eol_msg.py:23: UserWarning:


TensorFlow Addons (TFA) has ended development and introduction of new features.
TFA has entered a minimal maintenance and release mode until a planned end of life in May 2024.
Please modify downstream libraries to take dependencies from other repositories in our TensorFlow community (e.g. Keras, Keras-CV, and Keras-NLP). 

For more information see: https://github.com/tensorflow/addons/issues/2807


sentiment_data = pd.read_csv('Data/go_emotions_dataset.csv',index_col=0)
sentiment_data.head()


sentiment_data.info()

<class 'pandas.core.frame.DataFrame'>
Index: 211225 entries, eew5j0j to edze9g4
Data columns (total 30 columns):
 #   Column                Non-Null Count   Dtype 
---  ------                --------------   ----- 
 0   text                  211225 non-null  object
 1   example_very_unclear  211225 non-null  bool  
 2   admiration            211225 non-null  int64 
 3   amusement             211225 non-null  int64 
 4   anger                 211225 non-null  int64 
 5   annoyance             211225 non-null  int64 
 6   approval              211225 non-null  int64 
 7   caring                211225 non-null  int64 
 8   confusion             211225 non-null  int64 
 9   curiosity             211225 non-null  int64 
 10  desire                211225 non-null  int64 
 11  disappointment        211225 non-null  int64 
 12  disapproval           211225 non-null  int64 
 13  disgust               211225 non-null  int64 
 14  embarrassment         211225 non-null  int64 
 15  excitement            211225 non-null  int64 
 16  fear                  211225 non-null  int64 
 17  gratitude             211225 non-null  int64 
 18  grief                 211225 non-null  int64 
 19  joy                   211225 non-null  int64 
 20  love                  211225 non-null  int64 
 21  nervousness           211225 non-null  int64 
 22  optimism              211225 non-null  int64 
 23  pride                 211225 non-null  int64 
 24  realization           211225 non-null  int64 
 25  relief                211225 non-null  int64 
 26  remorse               211225 non-null  int64 
 27  sadness               211225 non-null  int64 
 28  surprise              211225 non-null  int64 
 29  neutral               211225 non-null  int64 
dtypes: bool(1), int64(28), object(1)
memory usage: 48.5+ MB


# Checking for shape of dataset
print("Shape of dataset: ",sentiment_data.shape)
# Checking for missing values
sentiment_data.isna().sum()

Shape of dataset:  (211225, 30)

text                    0
example_very_unclear    0
admiration              0
amusement               0
anger                   0
annoyance               0
approval                0
caring                  0
confusion               0
curiosity               0
desire                  0
disappointment          0
disapproval             0
disgust                 0
embarrassment           0
excitement              0
fear                    0
gratitude               0
grief                   0
joy                     0
love                    0
nervousness             0
optimism                0
pride                   0
realization             0
relief                  0
remorse                 0
sadness                 0
surprise                0
neutral                 0
dtype: int64


# Check for duplicates
duplicates = sentiment_data[sentiment_data.duplicated()]
duplicates_df = pd.DataFrame(duplicates, columns = sentiment_data.columns)
duplicates_df


sentiment_data['text'].nunique()

57732


# Exploring patterns and trends in the dataset for the emotions columns
# Summary statistics
summary_stats = sentiment_data.describe()

# Print the results
print("Summary Statistics:")
print(summary_stats)

Summary Statistics:
          admiration      amusement          anger      annoyance  \
count  211225.000000  211225.000000  211225.000000  211225.000000   
mean        0.081103       0.043768       0.038272       0.064472   
std         0.272994       0.204580       0.191853       0.245592   
min         0.000000       0.000000       0.000000       0.000000   
25%         0.000000       0.000000       0.000000       0.000000   
50%         0.000000       0.000000       0.000000       0.000000   
75%         0.000000       0.000000       0.000000       0.000000   
max         1.000000       1.000000       1.000000       1.000000   

            approval         caring      confusion      curiosity  \
count  211225.000000  211225.000000  211225.000000  211225.000000   
mean        0.083418       0.028401       0.034840       0.045885   
std         0.276514       0.166116       0.183374       0.209236   
min         0.000000       0.000000       0.000000       0.000000   
25%         0.000000       0.000000       0.000000       0.000000   
50%         0.000000       0.000000       0.000000       0.000000   
75%         0.000000       0.000000       0.000000       0.000000   
max         1.000000       1.000000       1.000000       1.000000   

              desire  disappointment    disapproval        disgust  \
count  211225.000000   211225.000000  211225.000000  211225.000000   
mean        0.018071        0.040095       0.054085       0.025096   
std         0.133208        0.196182       0.226185       0.156418   
min         0.000000        0.000000       0.000000       0.000000   
25%         0.000000        0.000000       0.000000       0.000000   
50%         0.000000        0.000000       0.000000       0.000000   
75%         0.000000        0.000000       0.000000       0.000000   
max         1.000000        1.000000       1.000000       1.000000   

       embarrassment     excitement           fear      gratitude  \
count  211225.000000  211225.000000  211225.000000  211225.000000   
mean        0.011722       0.026649       0.015136       0.055036   
std         0.107632       0.161057       0.122092       0.228051   
min         0.000000       0.000000       0.000000       0.000000   
25%         0.000000       0.000000       0.000000       0.000000   
50%         0.000000       0.000000       0.000000       0.000000   
75%         0.000000       0.000000       0.000000       0.000000   
max         1.000000       1.000000       1.000000       1.000000   

               grief            joy           love    nervousness  \
count  211225.000000  211225.000000  211225.000000  211225.000000   
mean        0.003186       0.037794       0.038779       0.008569   
std         0.056356       0.190698       0.193067       0.092172   
min         0.000000       0.000000       0.000000       0.000000   
25%         0.000000       0.000000       0.000000       0.000000   
50%         0.000000       0.000000       0.000000       0.000000   
75%         0.000000       0.000000       0.000000       0.000000   
max         1.000000       1.000000       1.000000       1.000000   

            optimism          pride    realization         relief  \
count  211225.000000  211225.000000  211225.000000  211225.000000   
mean        0.041259       0.006164       0.041591       0.006102   
std         0.198890       0.078269       0.199653       0.077880   
min         0.000000       0.000000       0.000000       0.000000   
25%         0.000000       0.000000       0.000000       0.000000   
50%         0.000000       0.000000       0.000000       0.000000   
75%         0.000000       0.000000       0.000000       0.000000   
max         1.000000       1.000000       1.000000       1.000000   

             remorse        sadness       surprise        neutral  
count  211225.000000  211225.000000  211225.000000  211225.000000  
mean        0.011954       0.031994       0.026105       0.261797  
std         0.108679       0.175985       0.159448       0.439614  
min         0.000000       0.000000       0.000000       0.000000  
25%         0.000000       0.000000       0.000000       0.000000  
50%         0.000000       0.000000       0.000000       0.000000  
75%         0.000000       0.000000       0.000000       1.000000  
max         1.000000       1.000000       1.000000       1.000000


value_counts = sentiment_data['example_very_unclear'].value_counts()
value_counts

example_very_unclear
False    207814
True       3411
Name: count, dtype: int64


# Count the occurrences of each value in the example_very_unclear column
unclear_counts = sentiment_data['example_very_unclear'].value_counts()

# Plot the counts
unclear_counts.plot(kind='bar', figsize=(8, 6))
value_counts.plot.bar(color=['Green', 'Red'])
plt.xlabel('Unclear Label')
plt.ylabel('Count')
plt.title('Count of Unclear Labels')
plt.show()


# Filtering where no emotions were recorded
filtered_data = sentiment_data[sentiment_data['example_very_unclear'] == True]
filtered_data


# Filtering throught the dataset to have those with emotions alone
sentiments_df = sentiment_data[sentiment_data['example_very_unclear'] != True]
sentiments_df


# creating a copy of the text column

# Rename the existing 'text' column to 'original_text'
sentiments_df.rename(columns={'text': 'original_text'}, inplace=True)

# Create a new column 'text' as a copy of 'original_text' and insert it next to 'original_text'
sentiments_df.insert(sentiments_df.columns.get_loc('original_text') + 1, 'text', sentiments_df['original_text'].copy())
sentiments_df.head()


print("Checking the updated Info of the Dataset: ") 
sentiments_df.info()

Checking the updated Info of the Dataset: 
<class 'pandas.core.frame.DataFrame'>
Index: 207814 entries, eew5j0j to edrhoxh
Data columns (total 31 columns):
 #   Column                Non-Null Count   Dtype 
---  ------                --------------   ----- 
 0   original_text         207814 non-null  object
 1   text                  207814 non-null  object
 2   example_very_unclear  207814 non-null  bool  
 3   admiration            207814 non-null  int64 
 4   amusement             207814 non-null  int64 
 5   anger                 207814 non-null  int64 
 6   annoyance             207814 non-null  int64 
 7   approval              207814 non-null  int64 
 8   caring                207814 non-null  int64 
 9   confusion             207814 non-null  int64 
 10  curiosity             207814 non-null  int64 
 11  desire                207814 non-null  int64 
 12  disappointment        207814 non-null  int64 
 13  disapproval           207814 non-null  int64 
 14  disgust               207814 non-null  int64 
 15  embarrassment         207814 non-null  int64 
 16  excitement            207814 non-null  int64 
 17  fear                  207814 non-null  int64 
 18  gratitude             207814 non-null  int64 
 19  grief                 207814 non-null  int64 
 20  joy                   207814 non-null  int64 
 21  love                  207814 non-null  int64 
 22  nervousness           207814 non-null  int64 
 23  optimism              207814 non-null  int64 
 24  pride                 207814 non-null  int64 
 25  realization           207814 non-null  int64 
 26  relief                207814 non-null  int64 
 27  remorse               207814 non-null  int64 
 28  sadness               207814 non-null  int64 
 29  surprise              207814 non-null  int64 
 30  neutral               207814 non-null  int64 
dtypes: bool(1), int64(28), object(2)
memory usage: 49.3+ MB


print("Checking the updated Shape of the Dataset: ") 
sentiments_df.shape

Checking the updated Shape of the Dataset:

(207814, 31)


print("Checking the Null values in the Dataset: ") 
sentiments_df.isna().sum()

Checking the Null values in the Dataset:

original_text           0
text                    0
example_very_unclear    0
admiration              0
amusement               0
anger                   0
annoyance               0
approval                0
caring                  0
confusion               0
curiosity               0
desire                  0
disappointment          0
disapproval             0
disgust                 0
embarrassment           0
excitement              0
fear                    0
gratitude               0
grief                   0
joy                     0
love                    0
nervousness             0
optimism                0
pride                   0
realization             0
relief                  0
remorse                 0
sadness                 0
surprise                0
neutral                 0
dtype: int64


sentiments_df.duplicated().sum()

56410


#Grouping the emotions into a set
emotions = set(sentiments_df.columns[2:])
emotions

{'admiration',
 'amusement',
 'anger',
 'annoyance',
 'approval',
 'caring',
 'confusion',
 'curiosity',
 'desire',
 'disappointment',
 'disapproval',
 'disgust',
 'embarrassment',
 'example_very_unclear',
 'excitement',
 'fear',
 'gratitude',
 'grief',
 'joy',
 'love',
 'nervousness',
 'neutral',
 'optimism',
 'pride',
 'realization',
 'relief',
 'remorse',
 'sadness',
 'surprise'}


#Assigning emotions for each text accordingly using this function

def assign_emotions(row):
    emotion_list = [emotion for emotion, value in row.items() if value == 1]
    return ', '.join(emotion_list)


# Create a new column 'listed_emotions' to store the individual emotions per row
sentiments_df['emotions'] = sentiments_df.apply(assign_emotions, axis=1)

# Print the updated DataFrame
print(sentiments_df.head())

                                             original_text  \
id                                                           
eew5j0j                                    That game hurt.   
ed2mah1     You do right, if you don't care then fuck 'em!   
eeibobj                                 Man I love reddit.   
eda6yn6  [NAME] was nowhere near them, he was by the Fa...   
eespn2i  Right? Considering it’s such an important docu...   

                                                      text  \
id                                                           
eew5j0j                                    That game hurt.   
ed2mah1     You do right, if you don't care then fuck 'em!   
eeibobj                                 Man I love reddit.   
eda6yn6  [NAME] was nowhere near them, he was by the Fa...   
eespn2i  Right? Considering it’s such an important docu...   

         example_very_unclear  admiration  amusement  anger  annoyance  \
id                                                                       
eew5j0j                 False           0          0      0          0   
ed2mah1                 False           0          0      0          0   
eeibobj                 False           0          0      0          0   
eda6yn6                 False           0          0      0          0   
eespn2i                 False           0          0      0          0   

         approval  caring  confusion  curiosity  desire  disappointment  \
id                                                                        
eew5j0j         0       0          0          0       0               0   
ed2mah1         0       0          0          0       0               0   
eeibobj         0       0          0          0       0               0   
eda6yn6         0       0          0          0       0               0   
eespn2i         0       0          0          0       0               0   

         disapproval  disgust  embarrassment  excitement  fear  gratitude  \
id                                                                          
eew5j0j            0        0              0           0     0          0   
ed2mah1            0        0              0           0     0          0   
eeibobj            0        0              0           0     0          0   
eda6yn6            0        0              0           0     0          0   
eespn2i            0        0              0           0     0          1   

         grief  joy  love  nervousness  optimism  pride  realization  relief  \
id                                                                             
eew5j0j      0    0     0            0         0      0            0       0   
ed2mah1      0    0     0            0         0      0            0       0   
eeibobj      0    0     1            0         0      0            0       0   
eda6yn6      0    0     0            0         0      0            0       0   
eespn2i      0    0     0            0         0      0            0       0   

         remorse  sadness  surprise  neutral   emotions  
id                                                       
eew5j0j        0        1         0        0    sadness  
ed2mah1        0        0         0        1    neutral  
eeibobj        0        0         0        0       love  
eda6yn6        0        0         0        1    neutral  
eespn2i        0        0         0        0  gratitude


specific_id = 'eew5j0j'

# Using loc to access the record with the specific ID
specific_record = sentiments_df.loc[specific_id]

# Printing the specific record
print(specific_record)

           original_text             text  example_very_unclear  admiration  \
id                                                                            
eew5j0j  That game hurt.  That game hurt.                 False           0   
eew5j0j  That game hurt.  That game hurt.                 False           0   
eew5j0j  That game hurt.  That game hurt.                 False           0   
eew5j0j  That game hurt.  That game hurt.                 False           0   
eew5j0j  That game hurt.  That game hurt.                 False           0   

         amusement  anger  annoyance  approval  caring  confusion  curiosity  \
id                                                                             
eew5j0j          0      0          0         0       0          0          0   
eew5j0j          0      0          0         0       0          0          0   
eew5j0j          0      0          0         0       0          0          0   
eew5j0j          0      0          0         0       0          0          0   
eew5j0j          0      0          0         0       0          0          0   

         desire  disappointment  disapproval  disgust  embarrassment  \
id                                                                     
eew5j0j       0               0            0        0              0   
eew5j0j       0               0            0        0              0   
eew5j0j       0               0            0        0              0   
eew5j0j       0               1            0        0              0   
eew5j0j       0               0            0        0              0   

         excitement  fear  gratitude  grief  joy  love  nervousness  optimism  \
id                                                                              
eew5j0j           0     0          0      0    0     0            0         0   
eew5j0j           0     0          0      0    0     0            0         0   
eew5j0j           0     0          0      0    0     0            0         0   
eew5j0j           0     0          0      0    0     0            0         0   
eew5j0j           0     0          0      0    0     0            0         0   

         pride  realization  relief  remorse  sadness  surprise  neutral  \
id                                                                         
eew5j0j      0            0       0        0        1         0        0   
eew5j0j      0            0       0        1        0         0        0   
eew5j0j      0            0       0        0        1         0        0   
eew5j0j      0            0       0        0        0         0        0   
eew5j0j      0            0       0        0        0         0        1   

               emotions  
id                       
eew5j0j         sadness  
eew5j0j         remorse  
eew5j0j         sadness  
eew5j0j  disappointment  
eew5j0j         neutral


# Creating column that counts how many emotions are listed in a row
sentiments_df['emotion_count'] = sentiments_df['emotions'].str.split(', ').apply(lambda x: len(x))

# Print the updated DataFrame
print(sentiments_df.head(20))

                                             original_text  \
id                                                           
eew5j0j                                    That game hurt.   
ed2mah1     You do right, if you don't care then fuck 'em!   
eeibobj                                 Man I love reddit.   
eda6yn6  [NAME] was nowhere near them, he was by the Fa...   
eespn2i  Right? Considering it’s such an important docu...   
eczuekb  He isn't as big, but he's still quite popular....   
ed5tx8y  That's crazy; I went to a super [RELIGION] hig...   
ef961hv                                that's adorable asf   
edl7cr3  "Sponge Blurb Pubs Quaw Haha GURR ha AAa!" fin...   
ed9w1hm  I have, and now that you mention it, I think t...   
ee52cjs  I wanted to downvote this, but it's not your f...   
ef7tl7i                              BUT IT'S HER TURN! /s   
ee9vw9t                                       That is odd.   
edsqvyx                                  Build a wall? /jk   
ed13jls  I appreciate it, that's good to know. I hope I...   
edhionw  One time my 1 stopped right in 91st, I was abl...   
edkezap  Well then I’d say you have a pretty good chanc...   
ed86cjz           Pretty much every Punjabi dude I've met.   
ed9b88y  For extra measure tape it right by your crotch...   
edf75do  This video doesn't even show the shoes he was ...   

                                                      text  \
id                                                           
eew5j0j                                    That game hurt.   
ed2mah1     You do right, if you don't care then fuck 'em!   
eeibobj                                 Man I love reddit.   
eda6yn6  [NAME] was nowhere near them, he was by the Fa...   
eespn2i  Right? Considering it’s such an important docu...   
eczuekb  He isn't as big, but he's still quite popular....   
ed5tx8y  That's crazy; I went to a super [RELIGION] hig...   
ef961hv                                that's adorable asf   
edl7cr3  "Sponge Blurb Pubs Quaw Haha GURR ha AAa!" fin...   
ed9w1hm  I have, and now that you mention it, I think t...   
ee52cjs  I wanted to downvote this, but it's not your f...   
ef7tl7i                              BUT IT'S HER TURN! /s   
ee9vw9t                                       That is odd.   
edsqvyx                                  Build a wall? /jk   
ed13jls  I appreciate it, that's good to know. I hope I...   
edhionw  One time my 1 stopped right in 91st, I was abl...   
edkezap  Well then I’d say you have a pretty good chanc...   
ed86cjz           Pretty much every Punjabi dude I've met.   
ed9b88y  For extra measure tape it right by your crotch...   
edf75do  This video doesn't even show the shoes he was ...   

         example_very_unclear  admiration  amusement  anger  annoyance  \
id                                                                       
eew5j0j                 False           0          0      0          0   
ed2mah1                 False           0          0      0          0   
eeibobj                 False           0          0      0          0   
eda6yn6                 False           0          0      0          0   
eespn2i                 False           0          0      0          0   
eczuekb                 False           0          0      0          0   
ed5tx8y                 False           0          1      0          0   
ef961hv                 False           0          1      0          0   
edl7cr3                 False           0          1      0          0   
ed9w1hm                 False           0          0      0          0   
ee52cjs                 False           0          0      0          0   
ef7tl7i                 False           0          0      0          0   
ee9vw9t                 False           0          0      0          0   
edsqvyx                 False           0          0      0          0   
ed13jls                 False           1          0      0          0   
edhionw                 False           0          0      0          0   
edkezap                 False           0          0      0          0   
ed86cjz                 False           1          0      0          0   
ed9b88y                 False           0          0      0          1   
edf75do                 False           0          0      0          0   

         approval  caring  confusion  curiosity  desire  disappointment  \
id                                                                        
eew5j0j         0       0          0          0       0               0   
ed2mah1         0       0          0          0       0               0   
eeibobj         0       0          0          0       0               0   
eda6yn6         0       0          0          0       0               0   
eespn2i         0       0          0          0       0               0   
eczuekb         0       0          0          0       0               0   
ed5tx8y         0       0          0          0       0               0   
ef961hv         0       0          0          0       0               0   
edl7cr3         0       0          0          0       0               0   
ed9w1hm         0       0          0          0       0               0   
ee52cjs         0       0          0          0       0               1   
ef7tl7i         0       0          0          0       0               0   
ee9vw9t         0       0          0          0       0               1   
edsqvyx         0       0          0          0       0               0   
ed13jls         0       0          0          0       0               0   
edhionw         0       0          0          0       0               0   
edkezap         0       0          0          0       0               0   
ed86cjz         0       0          0          0       0               0   
ed9b88y         0       0          0          0       0               0   
edf75do         0       0          0          0       0               0   

         disapproval  disgust  embarrassment  excitement  fear  gratitude  \
id                                                                          
eew5j0j            0        0              0           0     0          0   
ed2mah1            0        0              0           0     0          0   
eeibobj            0        0              0           0     0          0   
eda6yn6            0        0              0           0     0          0   
eespn2i            0        0              0           0     0          1   
eczuekb            1        0              0           0     0          0   
ed5tx8y            0        0              0           0     0          0   
ef961hv            0        0              0           0     0          0   
edl7cr3            0        0              0           0     0          0   
ed9w1hm            0        0              0           0     0          0   
ee52cjs            0        0              0           0     0          0   
ef7tl7i            0        0              0           0     0          0   
ee9vw9t            0        1              0           0     0          0   
edsqvyx            0        0              0           0     0          0   
ed13jls            0        0              0           0     0          1   
edhionw            0        0              0           0     0          0   
edkezap            0        0              0           0     0          0   
ed86cjz            0        0              0           0     0          0   
ed9b88y            0        0              0           0     0          0   
edf75do            0        0              0           0     0          0   

         grief  joy  love  nervousness  optimism  pride  realization  relief  \
id                                                                             
eew5j0j      0    0     0            0         0      0            0       0   
ed2mah1      0    0     0            0         0      0            0       0   
eeibobj      0    0     1            0         0      0            0       0   
eda6yn6      0    0     0            0         0      0            0       0   
eespn2i      0    0     0            0         0      0            0       0   
eczuekb      0    0     0            0         0      0            0       0   
ed5tx8y      0    0     0            0         0      0            0       0   
ef961hv      0    0     0            0         0      0            0       0   
edl7cr3      0    0     0            0         0      0            0       0   
ed9w1hm      0    0     0            0         0      0            0       0   
ee52cjs      0    0     0            0         0      0            0       0   
ef7tl7i      0    0     0            0         0      0            0       0   
ee9vw9t      0    0     0            0         0      0            0       0   
edsqvyx      0    0     0            0         0      0            0       0   
ed13jls      0    0     0            0         0      0            0       0   
edhionw      0    0     0            0         0      0            0       0   
edkezap      0    0     0            0         0      0            1       0   
ed86cjz      0    0     0            0         0      0            0       0   
ed9b88y      0    0     0            0         0      0            0       0   
edf75do      0    0     0            0         0      0            0       0   

         remorse  sadness  surprise  neutral                 emotions  \
id                                                                      
eew5j0j        0        1         0        0                  sadness   
ed2mah1        0        0         0        1                  neutral   
eeibobj        0        0         0        0                     love   
eda6yn6        0        0         0        1                  neutral   
eespn2i        0        0         0        0                gratitude   
eczuekb        0        0         0        0              disapproval   
ed5tx8y        0        0         0        0                amusement   
ef961hv        0        0         0        0                amusement   
edl7cr3        0        0         0        0                amusement   
ed9w1hm        0        0         0        1                  neutral   
ee52cjs        0        0         0        0           disappointment   
ef7tl7i        0        0         0        1                  neutral   
ee9vw9t        0        0         0        0  disappointment, disgust   
edsqvyx        0        0         0        1                  neutral   
ed13jls        0        0         0        0    admiration, gratitude   
edhionw        0        0         0        1                  neutral   
edkezap        0        0         0        0              realization   
ed86cjz        0        0         0        0               admiration   
ed9b88y        0        0         0        0                annoyance   
edf75do        0        0         0        1                  neutral   

         emotion_count  
id                      
eew5j0j              1  
ed2mah1              1  
eeibobj              1  
eda6yn6              1  
eespn2i              1  
eczuekb              1  
ed5tx8y              1  
ef961hv              1  
edl7cr3              1  
ed9w1hm              1  
ee52cjs              1  
ef7tl7i              1  
ee9vw9t              2  
edsqvyx              1  
ed13jls              2  
edhionw              1  
edkezap              1  
ed86cjz              1  
ed9b88y              1  
edf75do              1


# Lowercasing the text

sentiments_df = sentiments_df.copy()
sentiments_df['text'] = sentiments_df['text'].str.lower()
sentiments_df


#Text normalization

import string
import re
def pre_process(text):

  # Convert to lowercase
  text = text.lower()

  # Remove links
  text = re.sub('http://\S+|https://\S+', '', text)
  text = re.sub('http[s]?://\S+', '', text)
  text = re.sub(r"http\S+", "", text)
  text = re.sub(r"http\S+", "", text)


  # Convert HTML references
  text = re.sub('&amp', 'and', text)
  text = re.sub('&lt', '<', text)
  text = re.sub('&gt', '>', text)
  text = re.sub(r'\xa0', ' ', text)

    # Removing numbers
  text = re.sub(r'\d+', '', text)


  # Remove new line characters
  text = re.sub('[\r\n]+', ' ', text)

  # Remove mentions
  text = re.sub(r'@\w+', '', text)

  # Remove hashtags
  text = re.sub(r'#\w+', '', text)


  # Cleaning punctuations in the text
  punc = str.maketrans(string.punctuation, ' '*len(string.punctuation))
  text = text.translate(punc)

  # Remove the word "name"
  text = re.sub(r'\bname\b', '', text)


  return text

sentiments_df.loc[:, 'text'] = sentiments_df['text'].apply(lambda text: pre_process(text))
sentiments_df.head(10)


#Removing more punctuations within the text
def remove_punctuation(text):
    text = re.sub(r"['’]", '', text)
    return text

# Apply remove_punctuation function to 'lemmatized_text' column
sentiments_df['text'] = sentiments_df['text'].apply(remove_punctuation)


#!pip install emoji

#!pip install demoji


#Importing emoji and demoji libraries.

import emoji
import demoji

# Download the emoji dictionary
demoji.download_codes()

# Function to extract emojis from text
def extract_emojis(text):
    emojis = demoji.findall(text)
    return ''.join(emojis.keys())

#Creating an emoji column to hold emojis from the text
sentiments_df['emojis'] = sentiments_df['text'].apply(extract_emojis)

sentiments_df.head()


# Retrieving a specific record with emojis
specific_id = 'ee0sak1'

# Using loc to access the record with the specific ID
specific_record = sentiments_df.loc[specific_id]

# Printing the specific record
print(specific_record)

                                           original_text  \
id                                                         
ee0sak1  What a great photo and you two look so happy. 😍   
ee0sak1  What a great photo and you two look so happy. 😍   
ee0sak1  What a great photo and you two look so happy. 😍   

                                                    text  \
id                                                         
ee0sak1  what a great photo and you two look so happy  😍   
ee0sak1  what a great photo and you two look so happy  😍   
ee0sak1  what a great photo and you two look so happy  😍   

         example_very_unclear  admiration  amusement  anger  annoyance  \
id                                                                       
ee0sak1                 False           1          0      0          0   
ee0sak1                 False           1          0      0          0   
ee0sak1                 False           1          0      0          0   

         approval  caring  confusion  curiosity  desire  disappointment  \
id                                                                        
ee0sak1         0       0          0          0       0               0   
ee0sak1         0       0          0          0       0               0   
ee0sak1         0       0          0          0       0               0   

         disapproval  disgust  embarrassment  excitement  fear  gratitude  \
id                                                                          
ee0sak1            0        0              0           0     0          0   
ee0sak1            0        0              0           0     0          0   
ee0sak1            0        0              0           0     0          0   

         grief  joy  love  nervousness  optimism  pride  realization  relief  \
id                                                                             
ee0sak1      0    1     0            0         0      0            0       0   
ee0sak1      0    1     0            0         0      0            0       0   
ee0sak1      0    1     0            0         0      0            0       0   

         remorse  sadness  surprise  neutral         emotions  emotion_count  \
id                                                                             
ee0sak1        0        0         0        0  admiration, joy              2   
ee0sak1        0        0         0        0  admiration, joy              2   
ee0sak1        0        0         0        0  admiration, joy              2   

        emojis  
id              
ee0sak1      😍  
ee0sak1      😍  
ee0sak1      😍


#Retrieving records with emojis
demoji.download_codes()  

def has_emoji(text):
    emojis = demoji.findall(text)
    return bool(emojis)

emoji_records = sentiments_df[sentiments_df['emojis'].apply(has_emoji)]

# Printing the records with emojis
print(emoji_records)

                                             original_text  \
id                                                           
ee3ckgv  Nice! You and her would get along i bet. She l...   
ed5c74n  Funny, the right only seems to say this about ...   
ee55r8y                          I love this sub reddit 😍😂   
eczcp10   That’s what’s it’s called or what SHE’S called?🤣   
ee1fs1t  Looks like complete slop with 4 turds thrown o...   
...                                                    ...   
ee3iuql                  Want to get a hangover there 👍🕺❤️   
edisk8k                                  Oh wow My heart ✨   
ef8mcsc  Perhaps you are right and the stereotype that ...   
ef8mcsc  Perhaps you are right and the stereotype that ...   
ee0sak1    What a great photo and you two look so happy. 😍   

                                                      text  \
id                                                           
ee3ckgv  nice  you and her would get along i bet  she l...   
ed5c74n  funny  the right only seems to say this about ...   
ee55r8y                          i love this sub reddit 😍😂   
eczcp10       thats whats its called or what shes called 🤣   
ee1fs1t  looks like complete slop with  turds thrown on...   
...                                                    ...   
ee3iuql                  want to get a hangover there 👍🕺❤️   
edisk8k                                  oh wow my heart ✨   
ef8mcsc  perhaps you are right and the stereotype that ...   
ef8mcsc  perhaps you are right and the stereotype that ...   
ee0sak1    what a great photo and you two look so happy  😍   

         example_very_unclear  admiration  amusement  anger  annoyance  \
id                                                                       
ee3ckgv                 False           0          0      0          0   
ed5c74n                 False           0          1      0          0   
ee55r8y                 False           0          0      0          0   
eczcp10                 False           0          0      0          0   
ee1fs1t                 False           0          0      0          1   
...                       ...         ...        ...    ...        ...   
ee3iuql                 False           0          0      0          0   
edisk8k                 False           0          0      0          0   
ef8mcsc                 False           0          0      0          0   
ef8mcsc                 False           0          0      0          0   
ee0sak1                 False           1          0      0          0   

         approval  caring  confusion  curiosity  desire  disappointment  \
id                                                                        
ee3ckgv         0       0          0          0       0               0   
ed5c74n         0       0          0          0       0               0   
ee55r8y         0       0          0          0       0               0   
eczcp10         0       0          0          1       0               0   
ee1fs1t         0       0          0          0       0               0   
...           ...     ...        ...        ...     ...             ...   
ee3iuql         0       0          0          0       1               0   
edisk8k         0       0          0          0       0               0   
ef8mcsc         0       0          1          0       0               0   
ef8mcsc         0       0          0          0       0               0   
ee0sak1         0       0          0          0       0               0   

         disapproval  disgust  embarrassment  excitement  fear  gratitude  \
id                                                                          
ee3ckgv            0        0              0           0     0          0   
ed5c74n            0        0              0           0     0          0   
ee55r8y            0        0              0           0     0          0   
eczcp10            0        0              0           0     0          0   
ee1fs1t            0        0              0           0     0          0   
...              ...      ...            ...         ...   ...        ...   
ee3iuql            0        0              0           0     0          0   
edisk8k            0        0              0           1     0          0   
ef8mcsc            0        0              0           0     0          0   
ef8mcsc            0        0              0           0     0          0   
ee0sak1            0        0              0           0     0          0   

         grief  joy  love  nervousness  optimism  pride  realization  relief  \
id                                                                             
ee3ckgv      0    0     0            0         0      0            0       0   
ed5c74n      0    0     0            0         0      0            0       0   
ee55r8y      0    0     1            0         0      0            0       0   
eczcp10      0    0     0            0         0      0            0       0   
ee1fs1t      0    0     0            0         0      0            0       0   
...        ...  ...   ...          ...       ...    ...          ...     ...   
ee3iuql      0    0     0            0         1      0            0       0   
edisk8k      0    0     0            0         0      0            0       0   
ef8mcsc      0    0     0            0         0      0            1       0   
ef8mcsc      0    0     0            0         0      0            0       0   
ee0sak1      0    1     0            0         0      0            0       0   

         remorse  sadness  surprise  neutral                emotions  \
id                                                                     
ee3ckgv        0        0         0        1                 neutral   
ed5c74n        0        0         0        0               amusement   
ee55r8y        0        0         0        0                    love   
eczcp10        0        0         0        0               curiosity   
ee1fs1t        0        0         0        0               annoyance   
...          ...      ...       ...      ...                     ...   
ee3iuql        0        0         0        0        desire, optimism   
edisk8k        0        0         0        0              excitement   
ef8mcsc        0        0         0        0  confusion, realization   
ef8mcsc        0        0         0        1                 neutral   
ee0sak1        0        0         0        0         admiration, joy   

         emotion_count emojis  
id                             
ee3ckgv              1      😇  
ed5c74n              1      🤔  
ee55r8y              1     😍😂  
eczcp10              1      🤣  
ee1fs1t              1      🤢  
...                ...    ...  
ee3iuql              2   ❤️👍🕺  
edisk8k              1      ✨  
ef8mcsc              2      🤔  
ef8mcsc              1      🤔  
ee0sak1              2      😍  

[4036 rows x 34 columns]


import plotly.graph_objects as go
# Download the emoji dictionary
demoji.download_codes()

# Count the occurrence of each emoji in the 'emojis' column
emoji_counts = sentiments_df['emojis'].apply(lambda x: demoji.findall(x)).explode().value_counts()

# Select the top 10 most used emojis
top_10_emojis = emoji_counts.head(10)

# Create a bar plot using Plotly
fig = go.Figure(go.Bar(
    x=top_10_emojis.index,  # Emojis as x-axis values
    y=top_10_emojis.values,  # Count as y-axis values
    marker=dict(color='rgba(0, 128, 0, 1)'),  # Set the color to a bright green with reduced opacity
    width=0.5  # Adjust the bar width (smaller value makes the bars thinner)
))

# Set plot layout and titles
fig.update_layout(
    title='Top 10 Most Used Emojis',
    title_x=0.5,  # Center the title
    xaxis_title='Emoji',
    yaxis_title='Count',
    xaxis_tickangle=45,
    height=500,
    xaxis=dict(showgrid=True),  # Remove x-axis gridlines
    yaxis=dict(showgrid=True),  # Remove y-axis gridlines
    plot_bgcolor='lightgray',  # Set the background color to white
    font=dict(
        family="Arial",  # Font family
        size=14,  # Font size
        color="white",  # Font color
    )
)
fig.show()


emoji_counts

emojis
😂     749
❤️    235
🤣     185
🤔     137
😭     132
     ... 
👊🏻      1
🤑       1
☂️      1
🧀       1
☂       1
Name: count, Length: 312, dtype: int64


def replace_emojis_with_text(text):
    # Replace emojis with corresponding text descriptions
    text_with_text_emojis = emoji.demojize(text)

    return text_with_text_emojis

# Applying the function to the 'text' column in your DataFrame
sentiments_df['text'] = sentiments_df['text'].apply(replace_emojis_with_text)


#'eczcp10' Id had an emoji in the text retrieving to confirm convertion
# Set the maximum width of column 'text' to display the full text
pd.set_option('display.max_colwidth', None)

# Access the 'text' column for a specific ID
specific_data = sentiments_df.loc['eczcp10', 'text']

# Print the full text
print(specific_data)

id
eczcp10    thats whats its called or what shes called :rolling_on_the_floor_laughing:
eczcp10    thats whats its called or what shes called :rolling_on_the_floor_laughing:
eczcp10    thats whats its called or what shes called :rolling_on_the_floor_laughing:
eczcp10    thats whats its called or what shes called :rolling_on_the_floor_laughing:
Name: text, dtype: object


# Function to remove emoji from the text column
def remove_emoji(text):
    no_emoji = re.sub(r':[^\s:]+:', '', text)
    return no_emoji

# Apply the remove_emoji function to the 'text' column
sentiments_df['text'] = sentiments_df['text'].apply(remove_emoji)

# Display the updated DataFrame
sentiments_df.head

<bound method NDFrame.head of                                                                                                                                                 original_text  \
id                                                                                                                                                              
eew5j0j                                                                                                                                       That game hurt.   
ed2mah1                                                                                                        You do right, if you don't care then fuck 'em!   
eeibobj                                                                                                                                    Man I love reddit.   
eda6yn6                                                                                                  [NAME] was nowhere near them, he was by the Falcon.    
eespn2i               Right? Considering it’s such an important document, I should know the damned thing backwards and forwards... thanks again for the help!   
...                                                                                                                                                       ...   
ed89acy                 Well, I'm glad you're out of all that now. How awful. The way they act, they make you think healthy boundaries are you being hostile.   
ee6pagw                                                                                                                                Everyone likes [NAME].   
ef28nod                                                              Well when you’ve imported about a gazillion of them I or your country it’s gets serious.   
ee8hse1                                                                                                                                    That looks amazing   
edrhoxh  The FDA has plenty to criticize. But like here, it's usually criticized horribly off base. It needs to grow some balls and actually enforce things.    

                                                                                                                                                         text  \
id                                                                                                                                                              
eew5j0j                                                                                                                                       that game hurt    
ed2mah1                                                                                                        you do right  if you don t care then fuck  em    
eeibobj                                                                                                                                    man i love reddit    
eda6yn6                                                                                                         was nowhere near them  he was by the falcon     
eespn2i                right  considering its such an important document  i should know the damned thing backwards and forwards    thanks again for the help    
...                                                                                                                                                       ...   
ed89acy                 well  i m glad you re out of all that now  how awful  the way they act  they make you think healthy boundaries are you being hostile    
ee6pagw                                                                                                                                    everyone likes       
ef28nod                                                                well when youve imported about a gazillion of them i or your country its gets serious    
ee8hse1                                                                                                                                    that looks amazing   
edrhoxh  the fda has plenty to criticize  but like here  it s usually criticized horribly off base  it needs to grow some balls and actually enforce things     

         example_very_unclear  admiration  amusement  anger  annoyance  \
id                                                                       
eew5j0j                 False           0          0      0          0   
ed2mah1                 False           0          0      0          0   
eeibobj                 False           0          0      0          0   
eda6yn6                 False           0          0      0          0   
eespn2i                 False           0          0      0          0   
...                       ...         ...        ...    ...        ...   
ed89acy                 False           0          0      0          0   
ee6pagw                 False           0          0      0          0   
ef28nod                 False           0          0      0          0   
ee8hse1                 False           1          0      0          0   
edrhoxh                 False           0          0      1          0   

         approval  caring  confusion  curiosity  desire  disappointment  \
id                                                                        
eew5j0j         0       0          0          0       0               0   
ed2mah1         0       0          0          0       0               0   
eeibobj         0       0          0          0       0               0   
eda6yn6         0       0          0          0       0               0   
eespn2i         0       0          0          0       0               0   
...           ...     ...        ...        ...     ...             ...   
ed89acy         0       0          0          0       0               0   
ee6pagw         0       0          0          0       0               0   
ef28nod         0       1          0          0       0               0   
ee8hse1         0       0          0          0       0               0   
edrhoxh         0       0          0          0       0               0   

         disapproval  disgust  embarrassment  excitement  fear  gratitude  \
id                                                                          
eew5j0j            0        0              0           0     0          0   
ed2mah1            0        0              0           0     0          0   
eeibobj            0        0              0           0     0          0   
eda6yn6            0        0              0           0     0          0   
eespn2i            0        0              0           0     0          1   
...              ...      ...            ...         ...   ...        ...   
ed89acy            0        0              0           0     0          0   
ee6pagw            0        0              0           0     0          0   
ef28nod            0        0              0           0     0          0   
ee8hse1            0        0              0           0     0          0   
edrhoxh            0        0              0           0     0          0   

         grief  joy  love  nervousness  optimism  pride  realization  relief  \
id                                                                             
eew5j0j      0    0     0            0         0      0            0       0   
ed2mah1      0    0     0            0         0      0            0       0   
eeibobj      0    0     1            0         0      0            0       0   
eda6yn6      0    0     0            0         0      0            0       0   
eespn2i      0    0     0            0         0      0            0       0   
...        ...  ...   ...          ...       ...    ...          ...     ...   
ed89acy      0    1     0            0         0      0            0       0   
ee6pagw      0    0     1            0         0      0            0       0   
ef28nod      0    0     0            0         0      0            0       0   
ee8hse1      0    0     0            0         0      0            0       0   
edrhoxh      0    0     0            0         0      0            0       0   

         remorse  sadness  surprise  neutral    emotions  emotion_count emojis  
id                                                                              
eew5j0j        0        1         0        0     sadness              1         
ed2mah1        0        0         0        1     neutral              1         
eeibobj        0        0         0        0        love              1         
eda6yn6        0        0         0        1     neutral              1         
eespn2i        0        0         0        0   gratitude              1         
...          ...      ...       ...      ...         ...            ...    ...  
ed89acy        0        0         0        0         joy              1         
ee6pagw        0        0         0        0        love              1         
ef28nod        0        0         0        0      caring              1         
ee8hse1        0        0         0        0  admiration              1         
edrhoxh        0        0         0        0       anger              1         

[207814 rows x 34 columns]>


# Retrieve the text using the index
text_ = sentiments_df.loc['eczcp10', 'text']

# Display the text
print(text_)

id
eczcp10    thats whats its called or what shes called 
eczcp10    thats whats its called or what shes called 
eczcp10    thats whats its called or what shes called 
eczcp10    thats whats its called or what shes called 
Name: text, dtype: object


#Final check for the dataset
sentiments_df


# saving the sentiments_df to a csv
sentiments_df.to_csv('data/sentiments_df.csv', index = True)


#pip install nltk

import nltk
nltk.download('punkt')
from nltk.tokenize import word_tokenize

# Tokenize the 'text' column
sentiments_df['text'] = sentiments_df['text'].apply(word_tokenize)

# Print the tokenized text
sentiments_df.head()

[nltk_data] Downloading package punkt to
[nltk_data]     C:\Users\ADMIN\AppData\Roaming\nltk_data...
[nltk_data]   Package punkt is already up-to-date!


#Visualizing the most common words using matplotlib

def most_frequent_words(freq_dist, title):

    # Extract data for plotting
    top_10 = list(zip(*freq_dist.most_common(10)))
    tokens = top_10[0]
    counts = top_10[1]

    # Set up plot and plot data
    fig, ax = plt.subplots()
    ax.bar(tokens, counts)

    # Customize plot appearance
    ax.set_title(title)
    ax.set_ylabel("Count")
    ax.yaxis.set_major_locator(MaxNLocator(integer=True))
    ax.tick_params(axis="x", rotation=90)
    
#Visualising the entire dataset

sample_freq_dist = FreqDist(sentiments_df['text'].explode())
most_frequent_words(sample_freq_dist, "Top 10 Word Frequency")


from nltk.corpus import stopwords

# Download stopwords
nltk.download('stopwords')

# Get the set of stop words
stop_words = set(stopwords.words('english'))

# Remove stop words from the text column
sentiments_df['text'] = sentiments_df['text'].apply(lambda x: ' '.join([word for word in ' '.join(x).split() if word.lower() not in stop_words]))

# Print the text without stop words
sentiments_df.head()

[nltk_data] Downloading package stopwords to
[nltk_data]     C:\Users\ADMIN\AppData\Roaming\nltk_data...
[nltk_data]   Package stopwords is already up-to-date!


#Visualising the entire dataset after removal of stop words
sample_freq_dist = FreqDist(sentiments_df['text'].explode())
most_frequent_words(sample_freq_dist, "Top 10 Word Frequency")


# Re-Tokenize the 'text' column
sentiments_df['text'] = sentiments_df['text'].apply(word_tokenize)
sentiments_df.head()


# Lemmatization of the dataset
nltk.download('omw-1.4')

from nltk.stem import WordNetLemmatizer
nltk.download('wordnet')

# Create a lemmatizer instance
lemmatizer = WordNetLemmatizer()

# Lemmatize the tokenized text column
sentiments_df['text'] = sentiments_df['text'].apply(lambda x: ' '.join([lemmatizer.lemmatize(word) for word in x]))

# Print the lemmatized text
sentiments_df.head()

[nltk_data] Downloading package omw-1.4 to
[nltk_data]     C:\Users\ADMIN\AppData\Roaming\nltk_data...
[nltk_data]   Package omw-1.4 is already up-to-date!
[nltk_data] Downloading package wordnet to
[nltk_data]     C:\Users\ADMIN\AppData\Roaming\nltk_data...
[nltk_data]   Package wordnet is already up-to-date!


# Creating a column for the labels
# Define the mapping of emotions to categories
emotion_to_category = {
    'admiration': 'positive',
    'amusement': 'positive',
    'approval': 'positive',
    'caring': 'positive',
    'curiosity': 'positive',
    'excitement': 'positive',
    'gratitude': 'positive',
    'joy': 'positive',
    'love': 'positive',
    'optimism': 'positive',
    'relief': 'positive',
    'surprise': 'positive',
    'sadness': 'negative',
    'pride': 'negative',
    'fear': 'negative',
    'embarrassment': 'negative',
    'disapproval': 'negative',
    'disappointment': 'negative',
    'confusion': 'negative',
    'annoyance': 'negative',
    'anger': 'negative',
    'nervousness': 'negative',
    'desire': 'negative',
    'remorse': 'negative',
    'realization': 'positive',
    'grief': 'negative',
    'disgust': 'negative',
    'neutral': 'neutral'
}

emotions_columns = sentiments_df.columns[3:-3]


emotions_columns

Index(['admiration', 'amusement', 'anger', 'annoyance', 'approval', 'caring',
       'confusion', 'curiosity', 'desire', 'disappointment', 'disapproval',
       'disgust', 'embarrassment', 'excitement', 'fear', 'gratitude', 'grief',
       'joy', 'love', 'nervousness', 'optimism', 'pride', 'realization',
       'relief', 'remorse', 'sadness', 'surprise', 'neutral'],
      dtype='object')


# Creating a labels column that hold the categoties of the emotions
sentiments_df['labels'] = sentiments_df[emotions_columns].apply(lambda row: emotion_to_category.get(row.idxmax(), 'unknown'), axis=1)
sentiments_df.head()


# Encoding the labels column
from sklearn.preprocessing import LabelEncoder
# Create an instance of LabelEncoder
label_encoder = LabelEncoder()

# Fit and transform the target column
sentiments_df['encoded_labels'] = label_encoder.fit_transform(sentiments_df['labels'])
sentiments_df.head(5)


unique_values = sentiments_df[['encoded_labels', 'labels']].drop_duplicates().values


for value in unique_values:
    encoded_label, label = value
    print(f"Encoded Label: {encoded_label}, Label: {label}")

Encoded Label: 0, Label: negative
Encoded Label: 1, Label: neutral
Encoded Label: 2, Label: positive


print(sentiments_df['labels'].value_counts())

labels
positive    92024
negative    60492
neutral     55298
Name: count, dtype: int64


sentiments_df.head(30)


emotion_mapping = {
        'admiration': 'joy',
        'amusement': 'happy',
        'anger': 'angry',
        'annoyance': 'angry',
        'approval': 'happy',
        'caring': 'calm',
        'confusion': 'neutral',
        'curiosity': 'happy',
        'desire': 'happy',
        'disappointment': 'sadness',
        'disapproval': 'angry',
        'disgust': 'angry',
        'embarrassment': 'calm',
        'excitement': 'happy',
        'fear': 'angry',
        'gratitude': 'happy',
        'grief': 'sadness',
        'joy': 'joy',
        'love': 'happy',
        'nervousness': 'angry',
        'optimism': 'happy',
        'pride': 'happy',
        'realization': 'neutral',
        'relief': 'calm',
        'remorse': 'sadness',
        'sadness': 'sadness',
        'surprise': 'surprised',
        'neutral': 'neutral'
    }

emotions_columns_2 = sentiments_df.columns[3:-5]
emotions_columns_2

Index(['admiration', 'amusement', 'anger', 'annoyance', 'approval', 'caring',
       'confusion', 'curiosity', 'desire', 'disappointment', 'disapproval',
       'disgust', 'embarrassment', 'excitement', 'fear', 'gratitude', 'grief',
       'joy', 'love', 'nervousness', 'optimism', 'pride', 'realization',
       'relief', 'remorse', 'sadness', 'surprise', 'neutral'],
      dtype='object')


# Creating a labels column that hold the categoties of the emotions labels
sentiments_df['emotions_labels'] = sentiments_df[emotions_columns_2].apply(lambda row: emotion_mapping.get(row.idxmax(), 'unknown'), axis=1)
sentiments_df.head()


# Encoding the labels column
from sklearn.preprocessing import LabelEncoder
# Create an instance of LabelEncoder
label_encoder = LabelEncoder()

# Fit and transform the target column
sentiments_df['encoded_emotion_labels'] = label_encoder.fit_transform(sentiments_df['emotions_labels'])
sentiments_df.head(5)


#Data Exploration 

sentiments_df.info()

<class 'pandas.core.frame.DataFrame'>
Index: 207814 entries, eew5j0j to edrhoxh
Data columns (total 38 columns):
 #   Column                  Non-Null Count   Dtype 
---  ------                  --------------   ----- 
 0   original_text           207814 non-null  object
 1   text                    207814 non-null  object
 2   example_very_unclear    207814 non-null  bool  
 3   admiration              207814 non-null  int64 
 4   amusement               207814 non-null  int64 
 5   anger                   207814 non-null  int64 
 6   annoyance               207814 non-null  int64 
 7   approval                207814 non-null  int64 
 8   caring                  207814 non-null  int64 
 9   confusion               207814 non-null  int64 
 10  curiosity               207814 non-null  int64 
 11  desire                  207814 non-null  int64 
 12  disappointment          207814 non-null  int64 
 13  disapproval             207814 non-null  int64 
 14  disgust                 207814 non-null  int64 
 15  embarrassment           207814 non-null  int64 
 16  excitement              207814 non-null  int64 
 17  fear                    207814 non-null  int64 
 18  gratitude               207814 non-null  int64 
 19  grief                   207814 non-null  int64 
 20  joy                     207814 non-null  int64 
 21  love                    207814 non-null  int64 
 22  nervousness             207814 non-null  int64 
 23  optimism                207814 non-null  int64 
 24  pride                   207814 non-null  int64 
 25  realization             207814 non-null  int64 
 26  relief                  207814 non-null  int64 
 27  remorse                 207814 non-null  int64 
 28  sadness                 207814 non-null  int64 
 29  surprise                207814 non-null  int64 
 30  neutral                 207814 non-null  int64 
 31  emotions                207814 non-null  object
 32  emotion_count           207814 non-null  int64 
 33  emojis                  207814 non-null  object
 34  labels                  207814 non-null  object
 35  encoded_labels          207814 non-null  int32 
 36  emotions_labels         207814 non-null  object
 37  encoded_emotion_labels  207814 non-null  int32 
dtypes: bool(1), int32(2), int64(29), object(6)
memory usage: 66.9+ MB


#Grouping the emotions into a set
emotions = set(sentiments_df.columns[3:-7])
emotions

{'admiration',
 'amusement',
 'anger',
 'annoyance',
 'approval',
 'caring',
 'confusion',
 'curiosity',
 'desire',
 'disappointment',
 'disapproval',
 'disgust',
 'embarrassment',
 'excitement',
 'fear',
 'gratitude',
 'grief',
 'joy',
 'love',
 'nervousness',
 'neutral',
 'optimism',
 'pride',
 'realization',
 'relief',
 'remorse',
 'sadness',
 'surprise'}


positive_col = ['admiration','amusement','approval','realization','caring','curiosity','excitement','gratitude','joy','love','optimism','relief','surprise']
negative_col = ['sadness','pride','fear','disgust','grief','embarrassment','disapproval','remorse','disappointment','confusion','annoyance','anger','nervousness','desire']
neutral_col = ['neutral']


positive_col = sentiments_df[positive_col]
negative_col = sentiments_df[negative_col]
neutral_col = sentiments_df[neutral_col]


df_emotion = pd.DataFrame()
df_emotion['emotion'] = list(emotions)
df_emotion['group'] = ''
df_emotion['group'].loc[df_emotion['emotion'].isin(positive_col)] = 'positive'
df_emotion['group'].loc[df_emotion['emotion'].isin(negative_col)] = 'negative'
df_emotion['group'].loc[df_emotion['emotion'].isin(neutral_col)] = 'neutral'
df_emotion


df_emotion['group'].unique()

array(['negative', 'positive', 'neutral'], dtype=object)


df_emotion.columns

Index(['emotion', 'group'], dtype='object')


# Convert set to list
emotions_list = list(emotions)

# Define colors for different emotion groups
palette = {
    "positive": "green",
    "negative": "red",
    "neutral": "skyblue"
}

# Calculate the sum of each emotion's count
temp = sentiments_df[emotions_list].sum(axis=0) \
    .reset_index() \
    .rename(columns={'index': 'emotion', 0: 'count'}) \
    .merge(df_emotion, how='left', on='emotion') \
    .sort_values('count', ascending=False)

# Create the bar plot
fig, ax = plt.subplots(figsize=(7, 7))
ax.tick_params(axis='x', rotation=90)

sns.barplot(data=temp, x='count', y='emotion', hue='group',
            dodge=False, palette=palette, ax=ax)

ax.set_title('Count of emotions appearance')
plt.show()


temp = temp.groupby('group').agg('sum').reset_index()
temp = temp.sort_values('count', ascending=False)

ax = sns.barplot(data=temp, x='group', y='count')
ax.set_title('Emotions category counts')
plt.show()


sentiments_df.columns

Index(['original_text', 'text', 'example_very_unclear', 'admiration',
       'amusement', 'anger', 'annoyance', 'approval', 'caring', 'confusion',
       'curiosity', 'desire', 'disappointment', 'disapproval', 'disgust',
       'embarrassment', 'excitement', 'fear', 'gratitude', 'grief', 'joy',
       'love', 'nervousness', 'optimism', 'pride', 'realization', 'relief',
       'remorse', 'sadness', 'surprise', 'neutral', 'emotions',
       'emotion_count', 'emojis', 'labels', 'encoded_labels',
       'emotions_labels', 'encoded_emotion_labels'],
      dtype='object')


sentiments_df = sentiments_df[['original_text', 'text', 'emotions', 'emotion_count', 'emojis', 'labels', 'encoded_labels', 'emotions_labels', 'encoded_emotion_labels']]
sentiments_df.info()

<class 'pandas.core.frame.DataFrame'>
Index: 207814 entries, eew5j0j to edrhoxh
Data columns (total 9 columns):
 #   Column                  Non-Null Count   Dtype 
---  ------                  --------------   ----- 
 0   original_text           207814 non-null  object
 1   text                    207814 non-null  object
 2   emotions                207814 non-null  object
 3   emotion_count           207814 non-null  int64 
 4   emojis                  207814 non-null  object
 5   labels                  207814 non-null  object
 6   encoded_labels          207814 non-null  int32 
 7   emotions_labels         207814 non-null  object
 8   encoded_emotion_labels  207814 non-null  int32 
dtypes: int32(2), int64(1), object(6)
memory usage: 22.3+ MB


# Filter the DataFrame to select rows where 'text' is not equal to 0
filtered_df = sentiments_df[sentiments_df['text'] != 0]

# Group by 'text', create lists of 'listed_emotions' and 'labels', and store them in 'emotions' and 'labels' columns
grouped_sentiments = filtered_df.groupby('text').apply(lambda x: pd.Series({
    #'emotions_': x['listed_emotions'].tolist(),
    #'labels': x['labels'].tolist()
})).reset_index()

# Explode the lists in 'emotions' and 'labels' columns to separate rows
grouped_sentiments = grouped_sentiments.explode('text')

# Print the resulting DataFrame
print(grouped_sentiments.head(20))

                                                                  text
0                                                                     
1                                          aa b whole meritocracy gtfo
2                                            aaaaaaaaaaaaaahhh imagine
3                                                 aaaaaaaaaaaaand boop
4                                             aaaaaand feeling morning
5                                            aaaaaand soccer hopefully
6                             aaaaaand turned terrible road everywhere
7           aaaaand already bol going wait see come back imma buy hook
8                               aaaaand concerned clearly story behind
9                                                         aaaaand sold
10                                 aaaand couldnt online dating single
11                          aaaand everybody got diarrhea thanks dummy
12                              aaaand intercepted goal line music ear
13  aaaand still alt account whoever reported sure alive well terrible
14                                                    aaaand yard sale
15                                       aaaay unite magical sky fairy
16                                     aaahahahha jabba hut role model
17                                           aaahhh u got spanking lol
18                                            aaand time ref take game
19                    aah hope okay glad back time get creeped tonight


# Drop rows with empty strings in the 'text' column
grouped_sentiments = grouped_sentiments[grouped_sentiments['text'] != '']
grouped_sentiments.head(5)


duplicates = grouped_sentiments['text'].duplicated().sum()
duplicates

0


# Drop duplicates based on specific columns
no_duplicates = grouped_sentiments.drop_duplicates()
no_duplicates.shape

# Perform a left join to keep only the rows from 'no_duplicates' in the final DataFrame
final_df = no_duplicates.merge(sentiments_df, on=['text'], suffixes = ('_no_duplicates','_sentiments_df'))

# Print the resulting DataFrame
print(final_df)

                                                         text  \
0                                 aa b whole meritocracy gtfo   
1                                 aa b whole meritocracy gtfo   
2                                 aa b whole meritocracy gtfo   
3                                   aaaaaaaaaaaaaahhh imagine   
4                                   aaaaaaaaaaaaaahhh imagine   
...                                                       ...   
207022                       카니발 sound like cannibal carnival   
207023                       카니발 sound like cannibal carnival   
207024  ﾉωﾉ okay senpai owo nuzzles frick write whatever want   
207025  ﾉωﾉ okay senpai owo nuzzles frick write whatever want   
207026  ﾉωﾉ okay senpai owo nuzzles frick write whatever want   

                                                                original_text  \
0                                   AA is BS as a whole. Meritocracy or GTFO.   
1                                   AA is BS as a whole. Meritocracy or GTFO.   
2                                   AA is BS as a whole. Meritocracy or GTFO.   
3                                         "AaaaaAAAaaaAAAhhh!" I can imagine.   
4                                         "AaaaaAAAaaaAAAhhh!" I can imagine.   
...                                                                       ...   
207022                           카니발 sounds more like cannibal than carnival.   
207023                           카니발 sounds more like cannibal than carnival.   
207024  (*ﾉωﾉ) O-okay senpai OWO *Nuzzles* Frick off I write whatever I want!   
207025  (*ﾉωﾉ) O-okay senpai OWO *Nuzzles* Frick off I write whatever I want!   
207026  (*ﾉωﾉ) O-okay senpai OWO *Nuzzles* Frick off I write whatever I want!   

         emotions  emotion_count emojis    labels  encoded_labels  \
0         neutral              1          neutral               1   
1         neutral              1          neutral               1   
2         neutral              1          neutral               1   
3         neutral              1          neutral               1   
4       amusement              1         positive               2   
...           ...            ...    ...       ...             ...   
207022   optimism              1         positive               2   
207023    neutral              1          neutral               1   
207024    neutral              1          neutral               1   
207025      anger              1         negative               0   
207026    neutral              1          neutral               1   

       emotions_labels  encoded_emotion_labels  
0              neutral                       4  
1              neutral                       4  
2              neutral                       4  
3              neutral                       4  
4                happy                       2  
...                ...                     ...  
207022           happy                       2  
207023         neutral                       4  
207024         neutral                       4  
207025           angry                       0  
207026         neutral                       4  

[207027 rows x 9 columns]


# Data with duplicates
#Deduping based on text column
sentiments_df = final_df.drop_duplicates(subset='text')
print("Deduplicated DataFrame based on 'Text':")
print(sentiments_df)
print()

Deduplicated DataFrame based on 'Text':
                                                             text  \
0                                     aa b whole meritocracy gtfo   
3                                       aaaaaaaaaaaaaahhh imagine   
8                                            aaaaaaaaaaaaand boop   
11                                       aaaaaand feeling morning   
14                                      aaaaaand soccer hopefully   
...                                                           ...   
207011           ‪still havent lost row still havent lost leading   
207013  ♪… without baby still lonely mind think baby dream time ♪   
207018                    ♫ love quite take whiff hershey stain ♫   
207020                           카니발 sound like cannibal carnival   
207024      ﾉωﾉ okay senpai owo nuzzles frick write whatever want   

                                                                                                                          original_text  \
0                                                                                             AA is BS as a whole. Meritocracy or GTFO.   
3                                                                                                   "AaaaaAAAaaaAAAhhh!" I can imagine.   
8                                                                                                             Aaaaaaaaaaaaand... *BOOP*   
11                                                                                      Aaaaaand he will be feeling that in the morning   
14                                                                                                        Aaaaaand soccer! Hopefully...   
...                                                                                                                                 ...   
207011                                                         ‪Still haven’t lost 3 in a row, Still haven’t lost after leading after 2   
207013  *♪… I'm here without you baby But you're still on my lonely mind. I think about you baby and I dream about you all the time. ♪*   
207018                                         ♫ Your love for me Won't be quite the same When you take a whiff Of my hershey stains. ♫   
207020                                                                                     카니발 sounds more like cannibal than carnival.   
207024                                                            (*ﾉωﾉ) O-okay senpai OWO *Nuzzles* Frick off I write whatever I want!   

            emotions  emotion_count emojis    labels  encoded_labels  \
0            neutral              1          neutral               1   
3            neutral              1          neutral               1   
8              anger              1         negative               0   
11           neutral              1          neutral               1   
14           neutral              1          neutral               1   
...              ...            ...    ...       ...             ...   
207011       neutral              1          neutral               1   
207013  caring, love              2         positive               2   
207018          love              1         positive               2   
207020          fear              1         negative               0   
207024       neutral              1          neutral               1   

       emotions_labels  encoded_emotion_labels  
0              neutral                       4  
3              neutral                       4  
8                angry                       0  
11             neutral                       4  
14             neutral                       4  
...                ...                     ...  
207011         neutral                       4  
207013            calm                       1  
207018           happy                       2  
207020           angry                       0  
207024         neutral                       4  

[55868 rows x 9 columns]


sentiments_df.info()

<class 'pandas.core.frame.DataFrame'>
Index: 55868 entries, 0 to 207024
Data columns (total 9 columns):
 #   Column                  Non-Null Count  Dtype 
---  ------                  --------------  ----- 
 0   text                    55868 non-null  object
 1   original_text           55868 non-null  object
 2   emotions                55868 non-null  object
 3   emotion_count           55868 non-null  int64 
 4   emojis                  55868 non-null  object
 5   labels                  55868 non-null  object
 6   encoded_labels          55868 non-null  int32 
 7   emotions_labels         55868 non-null  object
 8   encoded_emotion_labels  55868 non-null  int32 
dtypes: int32(2), int64(1), object(6)
memory usage: 3.8+ MB


# saving the sentiments_df to a csv
sentiments_df.to_csv('data/Preprocessed_data.csv', index = True)


df = pd.read_csv('data/Preprocessed_data.csv', index_col=0)
df.tail(10)


final_df = df[['text','emotions_labels','encoded_emotion_labels']]
final_df.head()


# SGDClassifier model using GridSearchCV

# Addressing class imbalance using SMOTE
import joblib
from sklearn.model_selection import GridSearchCV
from sklearn.linear_model import SGDClassifier
from imblearn.over_sampling import SMOTE
from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, classification_report
from sklearn.feature_extraction.text import TfidfVectorizer
import scipy.sparse as sp
import pickle
from sklearn.model_selection import train_test_split

# Preprocess the text (if needed) and split the data into training and testing sets
X_text = final_df['text']
X_sentiment = final_df['encoded_emotion_labels']  # Use the sentiment scores as additional feature
y = final_df['emotions_labels']

# Split the data into 80% training and 20% testing
X_text_train, X_text_test, X_sentiment_train, X_sentiment_test, y_train, y_test = train_test_split(
    X_text, X_sentiment, y, test_size=0.3, random_state=42
)

# Vectorize the text data using TF-IDF (Term Frequency-Inverse Document Frequency) vectorizer
tfidf_vectorizer = TfidfVectorizer(max_features=1001)  # You can adjust the number of features as needed
X_text_train_tfidf = tfidf_vectorizer.fit_transform(X_text_train)
X_text_test_tfidf = tfidf_vectorizer.transform(X_text_test)


# Save the trained TF-IDF vectorizer using joblib.dump()
tfidf_vectorizer_filename = 'tf-idf_vectorizer'
pickle.dump(tfidf_vectorizer, open(tfidf_vectorizer_filename, ('wb')))

# Combine TF-IDF features with sentiment scores as additional features
X_train = sp.hstack([X_text_train_tfidf, X_sentiment_train.values.reshape(-1, 1)], format='csr')
X_test = sp.hstack([X_text_test_tfidf, X_sentiment_test.values.reshape(-1, 1)], format='csr')

# Apply SMOTE to handle class imbalances
sm = SMOTE(random_state=42)
X_train_resampled, y_train_resampled = sm.fit_resample(X_train, y_train)

# Define an extended parameter grid to search
param_grid = {
    'alpha': [1e-5, 1e-4, 1e-3, 1e-2, 1e-1, 1e0, 1e1],  # Regularization parameter
    'penalty': ['l1', 'l2'],  # Type of regularization term
    'max_iter': [1000, 2000, 3000],  # Maximum number of iterations
    'learning_rate': ['adaptive', 'invscaling', 'constant', 'optimal'],  # Learning rate schedule
}

# Create an SGDClassifier
sgd_classifier = SGDClassifier(loss='hinge', random_state=42)

# Create GridSearchCV object
grid_search = GridSearchCV(sgd_classifier, param_grid, cv=5, scoring='accuracy', n_jobs=-1)

# Fit the model with the resampled training data
grid_search.fit(X_train_resampled, y_train_resampled)

# Get the best parameters and the best estimator
best_params = grid_search.best_params_
best_estimator = grid_search.best_estimator_

# Make predictions on the test set using the best estimator from the grid search
y_pred = best_estimator.predict(X_test)

# Evaluate the model
accuracy = accuracy_score(y_test, y_pred)
precision = precision_score(y_test, y_pred, average='weighted')
recall = recall_score(y_test, y_pred, average='weighted')
f1 = f1_score(y_test, y_pred, average='weighted')

print(f"Best Parameters: {best_params}")
print(f"Accuracy: {accuracy:.2f}")
print(f"Precision: {precision:.2f}")
print(f"Recall: {recall:.2f}")
print(f"F1-Score: {f1:.2f}")

classification_report_result = classification_report(y_test, y_pred)
print("Classification Report:\n", classification_report_result)


from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, classification_report

# Make predictions on the train set
y_train_pred = best_estimator.predict(X_train_resampled)

# Evaluate the model on the train set
train_accuracy = accuracy_score(y_train_resampled, y_train_pred)
train_precision = precision_score(y_train_resampled, y_train_pred, average='weighted')
train_recall = recall_score(y_train_resampled, y_train_pred, average='weighted')
train_f1 = f1_score(y_train_resampled, y_train_pred, average='weighted')

print("Train Set Evaluation:")
print(f"Accuracy: {train_accuracy:.2f}")
print(f"Precision: {train_precision:.2f}")
print(f"Recall: {train_recall:.2f}")
print(f"F1-Score: {train_f1:.2f}")

classification_report_train = classification_report(y_train_resampled, y_train_pred)
print("Classification Report (Train Set):\n", classification_report_train)


#!pip install xgboost


#Model building using XGBoost, Random Classifier, MLP Neural Network

import joblib
from sklearn.model_selection import train_test_split
from sklearn.feature_extraction.text import TfidfVectorizer
from sklearn.ensemble import RandomForestClassifier
from xgboost import XGBClassifier
from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, classification_report
from imblearn.over_sampling import SMOTE
import scipy.sparse as sp
import pickle
from sklearn.neural_network import MLPClassifier
from sklearn.model_selection import GridSearchCV
from sklearn.linear_model import SGDClassifier
from sklearn.pipeline import make_pipeline
from sklearn.preprocessing import StandardScaler
from sklearn.preprocessing import LabelEncoder  # Added import for LabelEncoder

# Preprocess the text (if needed) and split the data into training and testing sets
X_text = final_df['text']
X_sentiment = final_df['encoded_emotion_labels']
y = final_df['emotions_labels']

# Preprocess the text (if needed) and split the data into training and testing sets
X_text_train, X_text_test, X_sentiment_train, X_sentiment_test, y_train, y_test = train_test_split(
    X_text, X_sentiment, y, test_size=0.3, random_state=42
)

# Vectorize the text data using TF-IDF vectorizer
tfidf_vectorizer = TfidfVectorizer(max_features=1001)
X_text_train_tfidf = tfidf_vectorizer.fit_transform(X_text_train)
X_text_test_tfidf = tfidf_vectorizer.transform(X_text_test)

# Save the trained TF-IDF vectorizer using joblib.dump()
tfidf_vectorizer_filename = 'tf-idf_vectorizer'
pickle.dump(tfidf_vectorizer, open(tfidf_vectorizer_filename, 'wb'))

# Combine TF-IDF features with sentiment scores as additional features
X_train = sp.hstack([X_text_train_tfidf, X_sentiment_train.values.reshape(-1, 1)], format='csr')
X_test = sp.hstack([X_text_test_tfidf, X_sentiment_test.values.reshape(-1, 1)], format='csr')

# Convert emotion labels to numerical values
label_encoder = LabelEncoder()
y_train_encoded = label_encoder.fit_transform(y_train)
y_test_encoded = label_encoder.transform(y_test)

# Apply SMOTE to handle class imbalances
sm = SMOTE(random_state=42)
X_train_resampled, y_train_resampled = sm.fit_resample(X_train, y_train_encoded)

# Random Forest Classifier
rf_classifier = RandomForestClassifier(random_state=42)
rf_classifier.fit(X_train_resampled, y_train_resampled)
y_pred_rf = rf_classifier.predict(X_test)

# XGBoost Classifier
xgb_classifier = XGBClassifier(random_state=42)
xgb_classifier.fit(X_train_resampled, y_train_resampled)
y_pred_xgb = xgb_classifier.predict(X_test)

# Neural Network using TensorFlow
mlp_classifier = make_pipeline(StandardScaler(with_mean=False), MLPClassifier(random_state=42))
mlp_classifier.fit(X_train_resampled, y_train_resampled)
y_pred_mlp = mlp_classifier.predict(X_test)

# Decode the predictions back to original labels
y_pred_rf = label_encoder.inverse_transform(y_pred_rf)
y_pred_xgb = label_encoder.inverse_transform(y_pred_xgb)
y_pred_mlp = label_encoder.inverse_transform(y_pred_mlp)

# Evaluate the models
def evaluate_model(y_true, y_pred, model_name):
    accuracy = accuracy_score(y_true, y_pred)
    precision = precision_score(y_true, y_pred, average='weighted')
    recall = recall_score(y_true, y_pred, average='weighted')
    f1 = f1_score(y_true, y_pred, average='weighted')

    print(f"{model_name} Accuracy: {accuracy:.2f}")
    print(f"{model_name} Precision: {precision:.2f}")
    print(f"{model_name} Recall: {recall:.2f}")
    print(f"{model_name} F1-Score: {f1:.2f}")

# Evaluate the models (same as before)
evaluate_model(y_test, y_pred_rf, "Random Forest")
evaluate_model(y_test, y_pred_xgb, "XGBoost")
evaluate_model(y_test, y_pred_mlp, "Neural Network (MLP)")

# Classification Report for Random Forest
classification_report_rf = classification_report(y_test, y_pred_rf)
print("Classification Report for Random Forest:\n", classification_report_rf)

# Classification Report for XGBoost
classification_report_xgb = classification_report(y_test, y_pred_xgb)
print("Classification Report for XGBoost:\n", classification_report_xgb)

# Classification Report for Neural Network (MLP)
classification_report_mlp = classification_report(y_test, y_pred_mlp)
print("Classification Report for Neural Network (MLP):\n", classification_report_mlp)

Random Forest Accuracy: 0.99
Random Forest Precision: 0.99
Random Forest Recall: 0.99
Random Forest F1-Score: 0.99
XGBoost Accuracy: 1.00
XGBoost Precision: 1.00
XGBoost Recall: 1.00
XGBoost F1-Score: 1.00
Neural Network (MLP) Accuracy: 0.93
Neural Network (MLP) Precision: 0.93
Neural Network (MLP) Recall: 0.93
Neural Network (MLP) F1-Score: 0.93
Classification Report for Random Forest:
               precision    recall  f1-score   support

       angry       1.00      1.00      1.00      2805
        calm       0.98      0.97      0.98       576
       happy       0.99      1.00      0.99      4886
         joy       0.98      0.98      0.98      1779
     neutral       0.99      0.99      0.99      5497
     sadness       0.99      0.97      0.98       950
   surprised       1.00      0.96      0.98       268

    accuracy                           0.99     16761
   macro avg       0.99      0.98      0.99     16761
weighted avg       0.99      0.99      0.99     16761

Classification Report for XGBoost:
               precision    recall  f1-score   support

       angry       1.00      1.00      1.00      2805
        calm       1.00      1.00      1.00       576
       happy       1.00      1.00      1.00      4886
         joy       1.00      1.00      1.00      1779
     neutral       1.00      1.00      1.00      5497
     sadness       1.00      1.00      1.00       950
   surprised       1.00      1.00      1.00       268

    accuracy                           1.00     16761
   macro avg       1.00      1.00      1.00     16761
weighted avg       1.00      1.00      1.00     16761

Classification Report for Neural Network (MLP):
               precision    recall  f1-score   support

       angry       0.96      0.99      0.97      2805
        calm       0.90      0.51      0.65       576
       happy       0.95      1.00      0.97      4886
         joy       0.97      0.85      0.90      1779
     neutral       0.92      0.99      0.95      5497
     sadness       0.81      0.68      0.74       950
   surprised       0.89      0.50      0.64       268

    accuracy                           0.93     16761
   macro avg       0.91      0.79      0.83     16761
weighted avg       0.93      0.93      0.93     16761


from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, classification_report

# Make predictions on the train set using Random forest
y_train_pred = rf_classifier.predict(X_train_resampled)

# Evaluate the model on the train set
train_accuracy = accuracy_score(y_train_resampled, y_train_pred)
train_precision = precision_score(y_train_resampled, y_train_pred, average='weighted')
train_recall = recall_score(y_train_resampled, y_train_pred, average='weighted')
train_f1 = f1_score(y_train_resampled, y_train_pred, average='weighted')

print("Train Set Evaluation:")
print(f"Accuracy: {train_accuracy:.2f}")
print(f"Precision: {train_precision:.2f}")
print(f"Recall: {train_recall:.2f}")
print(f"F1-Score: {train_f1:.2f}")

classification_report_train = classification_report(y_train_resampled, y_train_pred)
print("Classification Report (Train Set):\n", classification_report_train)

# Make predictions on the train set using XGBoost
y_train_pred = xgb_classifier.predict(X_train_resampled)

# Evaluate the model on the train set
train_accuracy = accuracy_score(y_train_resampled, y_train_pred)
train_precision = precision_score(y_train_resampled, y_train_pred, average='weighted')
train_recall = recall_score(y_train_resampled, y_train_pred, average='weighted')
train_f1 = f1_score(y_train_resampled, y_train_pred, average='weighted')

print("Train Set Evaluation:")
print(f"Accuracy: {train_accuracy:.2f}")
print(f"Precision: {train_precision:.2f}")
print(f"Recall: {train_recall:.2f}")
print(f"F1-Score: {train_f1:.2f}")

classification_report_train = classification_report(y_train_resampled, y_train_pred)
print("Classification Report (Train Set):\n", classification_report_train)

# Make predictions on the train set using MLP
y_train_pred = mlp_classifier.predict(X_train_resampled)

# Evaluate the model on the train set
train_accuracy = accuracy_score(y_train_resampled, y_train_pred)
train_precision = precision_score(y_train_resampled, y_train_pred, average='weighted')
train_recall = recall_score(y_train_resampled, y_train_pred, average='weighted')
train_f1 = f1_score(y_train_resampled, y_train_pred, average='weighted')

print("Train Set Evaluation:")
print(f"Accuracy: {train_accuracy:.2f}")
print(f"Precision: {train_precision:.2f}")
print(f"Recall: {train_recall:.2f}")
print(f"F1-Score: {train_f1:.2f}")

classification_report_train = classification_report(y_train_resampled, y_train_pred)
print("Classification Report (Train Set):\n", classification_report_train)

Train Set Evaluation:
Accuracy: 1.00
Precision: 1.00
Recall: 1.00
F1-Score: 1.00
Classification Report (Train Set):
               precision    recall  f1-score   support

           0       1.00      1.00      1.00     12846
           1       1.00      1.00      1.00     12846
           2       1.00      1.00      1.00     12846
           3       1.00      1.00      1.00     12846
           4       1.00      1.00      1.00     12846
           5       1.00      1.00      1.00     12846
           6       1.00      1.00      1.00     12846

    accuracy                           1.00     89922
   macro avg       1.00      1.00      1.00     89922
weighted avg       1.00      1.00      1.00     89922

Train Set Evaluation:
Accuracy: 1.00
Precision: 1.00
Recall: 1.00
F1-Score: 1.00
Classification Report (Train Set):
               precision    recall  f1-score   support

           0       1.00      1.00      1.00     12846
           1       1.00      1.00      1.00     12846
           2       1.00      1.00      1.00     12846
           3       1.00      1.00      1.00     12846
           4       1.00      1.00      1.00     12846
           5       1.00      1.00      1.00     12846
           6       1.00      1.00      1.00     12846

    accuracy                           1.00     89922
   macro avg       1.00      1.00      1.00     89922
weighted avg       1.00      1.00      1.00     89922

Train Set Evaluation:
Accuracy: 1.00
Precision: 1.00
Recall: 1.00
F1-Score: 1.00
Classification Report (Train Set):
               precision    recall  f1-score   support

           0       1.00      1.00      1.00     12846
           1       1.00      1.00      1.00     12846
           2       1.00      1.00      1.00     12846
           3       1.00      1.00      1.00     12846
           4       1.00      1.00      1.00     12846
           5       1.00      1.00      1.00     12846
           6       1.00      1.00      1.00     12846

    accuracy                           1.00     89922
   macro avg       1.00      1.00      1.00     89922
weighted avg       1.00      1.00      1.00     89922


# We will be able to use the XGboost for this model as it give more accuracy
import pickle
filename = 'Models/Text/XGboost_model'
pickle.dump(xgb_classifier, open(filename, 'wb'))


## Features

## Modality (01 = full-AV, 02 = video-only, 03 = audio-only).
## Vocal channel (01 = speech, 02 = song).
## Emotion (01 = neutral, 02 = calm, 03 = happy, 04 = sad, 05 = angry, 06 = fearful, 07 = disgust, 08 = surprised).
## Emotional intensity (01 = normal, 02 = strong). NOTE: There is no strong intensity for the 'neutral' emotion.
## Statement (01 = "Kids are talking by the door", 02 = "Dogs are sitting by the door").
## Repetition (01 = 1st repetition, 02 = 2nd repetition).
## Actor (01 to 24. Odd numbered actors are male, even numbered actors are female).


import os
from glob import glob

# Data Directory
dir_list = os.listdir('data/ravdess/Audio_Speech_Actors_01-24')
dir_list.sort()
print (dir_list)

['Actor_01', 'Actor_02', 'Actor_03', 'Actor_04', 'Actor_05', 'Actor_06', 'Actor_07', 'Actor_08', 'Actor_09', 'Actor_10', 'Actor_11', 'Actor_12', 'Actor_13', 'Actor_14', 'Actor_15', 'Actor_16', 'Actor_17', 'Actor_18', 'Actor_19', 'Actor_20', 'Actor_21', 'Actor_22', 'Actor_23', 'Actor_24']


# Create DataFrame for Data intel
data_df = pd.DataFrame(columns=['path', 'source', 'actor', 'gender',
                                'intensity', 'statement', 'repetition', 'emotion'])
count = 0
for i in dir_list:
    file_list = os.listdir('data/ravdess/Audio_Speech_Actors_01-24\\' + i)
    for f in file_list:
        nm = f.split('.')[0].split('-')
        path = 'data/ravdess/Audio_Speech_Actors_01-24\\' + i + '\\' + f
        src = int(nm[1])
        actor = int(nm[-1])
        emotion = int(nm[2])
        
        if int(actor)%2 == 0:
            gender = "female"
        else:
            gender = "male"
        
        if nm[3] == '01':
            intensity = 0
        else:
            intensity = 1
        
        if nm[4] == '01':
            statement = 0
        else:
            statement = 1
        
        if nm[5] == '01':
            repeat = 0
        else:
            repeat = 1
            
        data_df.loc[count] = [path, src, actor, gender, intensity, statement, repeat, emotion]
        count += 1


data_df.info()

<class 'pandas.core.frame.DataFrame'>
Index: 1440 entries, 0 to 1439
Data columns (total 8 columns):
 #   Column      Non-Null Count  Dtype 
---  ------      --------------  ----- 
 0   path        1440 non-null   object
 1   source      1440 non-null   int64 
 2   actor       1440 non-null   int64 
 3   gender      1440 non-null   object
 4   intensity   1440 non-null   int64 
 5   statement   1440 non-null   int64 
 6   repetition  1440 non-null   int64 
 7   emotion     1440 non-null   int64 
dtypes: int64(6), object(2)
memory usage: 101.2+ KB


print (len(data_df))
data_df

1440


filename = data_df.path[1200]
print (filename)

samples, sample_rate = librosa.load(filename)
sample_rate, samples

data/ravdess/Audio_Speech_Actors_01-24\Actor_21\03-01-01-01-01-01-21.wav

(22050,
 array([ 1.0473415e-09, -2.0398643e-09,  2.8331670e-09, ...,
         1.3644076e-05,  2.2964705e-05,  2.5172230e-05], dtype=float32))


len(samples), sample_rate

(84610, 22050)


def log_specgram(audio, sample_rate, window_size=20,
                 step_size=10, eps=1e-10):
    nperseg = int(round(window_size * sample_rate / 1e3))
    noverlap = int(round(step_size * sample_rate / 1e3))
    freqs, times, spec = signal.spectrogram(audio,
                                    fs=sample_rate,
                                    window='hann',
                                    nperseg=nperseg,
                                    noverlap=noverlap,
                                    detrend=False)
    return freqs, times, np.log(spec.T.astype(np.float32) + eps)


sample_rate/ len(samples)

0.26060749320411297


# Plotting Wave Form and Spectrogram
freqs, times, spectrogram = log_specgram(samples, sample_rate)

fig = plt.figure(figsize=(14, 8))
ax1 = fig.add_subplot(211)
ax1.set_title('Raw wave of ' + filename)
ax1.set_ylabel('Amplitude')
librosa.display.waveshow(samples, sr=sample_rate)

ax2 = fig.add_subplot(212)
ax2.imshow(spectrogram.T, aspect='auto', origin='lower', 
           extent=[times.min(), times.max(), freqs.min(), freqs.max()])
ax2.set_yticks(freqs[::16])
ax2.set_xticks(times[::16])
ax2.set_title('Spectrogram of ' + filename)
ax2.set_ylabel('Freqs in Hz')
ax2.set_xlabel('Seconds')

Text(0.5, 0, 'Seconds')


mean = np.mean(spectrogram, axis=0)
std = np.std(spectrogram, axis=0)
spectrogram = (spectrogram - mean) / std


# Trim the silence voice
aa , bb = librosa.effects.trim(samples, top_db=30)
aa, bb

(array([ 2.31753729e-05,  4.72816464e-05,  7.69033213e-05, ...,
         1.93134219e-05, -1.60614218e-05,  1.06283755e-04], dtype=float32),
 array([22016, 63488]))


# Plotting Mel Power Spectrogram
S = librosa.feature.melspectrogram(y=aa, sr=sample_rate, n_mels=128)

# Convert to log scale (dB). We'll use the peak power (max) as reference.
log_S = librosa.power_to_db(S, ref=np.max)

plt.figure(figsize=(12, 4))
librosa.display.specshow(log_S, sr=sample_rate, x_axis='time', y_axis='mel')
plt.title('Mel power spectrogram ')
plt.colorbar(format='%+02.0f dB')
plt.tight_layout()


# Plotting MFCC
mfcc = librosa.feature.mfcc(S=log_S, n_mfcc=13)

# Let's pad on the first and second deltas while we're at it
delta2_mfcc = librosa.feature.delta(mfcc, order=2)

plt.figure(figsize=(12, 4))
librosa.display.specshow(delta2_mfcc)
plt.ylabel('MFCC coeffs')
plt.xlabel('Time')
plt.title('MFCC')
plt.colorbar()
plt.tight_layout()


# Original Sound
ipd.Audio(samples, rate=sample_rate)


# Silence trimmed Sound by librosa.effects.trim()
ipd.Audio(aa, rate=sample_rate)


# Silence trimmed Sound by manual trimming
samples_cut = samples[10000:-12500]
ipd.Audio(samples_cut, rate=sample_rate)


# All class

label_list = []
for i in range(len(data_df)):
    if data_df.emotion[i] == 1:
        lb = "_neutral"
    elif data_df.emotion[i] == 2:
        lb = "_calm"
    elif data_df.emotion[i] == 3:
        lb = "_happy"
    elif data_df.emotion[i] == 4:
        lb = "_sad"
    elif data_df.emotion[i] == 5:
        lb = "_angry"
    elif data_df.emotion[i] == 6:
        lb = "_fearful"
    elif data_df.emotion[i] == 7:
        lb = "_disgust"
    elif data_df.emotion[i] == 8:
        lb = "_surprised"
    else:
        lb = "_none"
        
    # Add gender to the label 
    label_list.append(data_df.gender[i]  + lb)
    
len(label_list)

1440


# Select the label set you want by commenting the unwanteds.

data_df['label'] = label_list
data_df


print (data_df.label.value_counts().keys())

Index(['male_calm', 'male_happy', 'male_sad', 'male_angry', 'male_fearful',
       'male_disgust', 'male_surprised', 'female_calm', 'female_happy',
       'female_sad', 'female_angry', 'female_fearful', 'female_disgust',
       'female_surprised', 'male_neutral', 'female_neutral'],
      dtype='object', name='label')


# Plotting the emotion distribution

def plot_emotion_dist(dist, color_code='#C2185B', title="Plot"):
    tmp_df = pd.DataFrame()
    tmp_df['Emotion'] = list(dist.keys())
    tmp_df['Count'] = list(dist)
    fig, ax = plt.subplots(figsize=(14, 7))
    ax = sns.barplot(x="Emotion", y='Count', color=color_code, data=tmp_df)
    ax.set_title(title)
    ax.set_xticklabels(ax.get_xticklabels(),rotation=45)


a = data_df.label.value_counts()
plot_emotion_dist(a, "#2962FF", "Emotion Distribution")

C:\Users\ADMIN\anaconda3\Lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\ADMIN\anaconda3\Lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\ADMIN\anaconda3\Lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead


data = pd.DataFrame(columns=['feature'])
for i in tqdm(range(len(data_df))):
    X, sample_rate = librosa.load(data_df.path[i], res_type='kaiser_fast',duration=input_duration,sr=22050*2,offset=0.5)
#     X = X[10000:90000]
    sample_rate = np.array(sample_rate)
    mfccs = np.mean(librosa.feature.mfcc(y=X, sr=sample_rate, n_mfcc=13), axis=0)
    feature = mfccs
    data.loc[i] = [feature]

100%|██████████████████████████████████████████████████████████████████████████████| 1440/1440 [04:01<00:00,  5.95it/s]


data


df3 = pd.DataFrame(data['feature'].values.tolist())
labels = data_df.label

df3


newdf = pd.concat([df3,labels], axis=1)


rnewdf = newdf.rename(index=str, columns={"0": "label"})
len(rnewdf)

1440


rnewdf


rnewdf.isnull().sum().sum()
rnewdf = rnewdf.fillna(0)
rnewdf


## Data Making/Processing

def plot_time_series(data):
    """
    Plot the Audio Frequency.
    """
    fig = plt.figure(figsize=(14, 8))
    plt.title('Raw wave ')
    plt.ylabel('Amplitude')
    plt.plot(np.linspace(0, 1, len(data)), data)
    plt.show()


def noise(data):
    """
    Adding White Noise.
    """
    # you can take any distribution from https://docs.scipy.org/doc/numpy-1.13.0/reference/routines.random.html
    noise_amp = 0.005*np.random.uniform()*np.amax(data)
    data = data.astype('float64') + noise_amp * np.random.normal(size=data.shape[0])
    return data
    
def shift(data):
    """
    Random Shifting.
    """
    s_range = int(np.random.uniform(low=-5, high = 5)*500)
    return np.roll(data, s_range)
    
def stretch(data, rate=0.8):
    """
    Streching the Sound.
    """
    data = librosa.effects.time_stretch(data, rate)
    return data
    
def plot_time_series(data, title="Time Series"):
    plt.figure(figsize=(14, 5))
    plt.plot(data)
    plt.title(title)
    plt.xlabel("Sample Index")
    plt.ylabel("Amplitude")
    plt.show()

def pitch_shift(data, sample_rate, pitch_pm=2):
    bins_per_octave = 12
    pitch_change = pitch_pm * 2 * (np.random.uniform())   
    return librosa.effects.pitch_shift(y=data.astype('float64'), sr=sample_rate, n_steps=pitch_change, bins_per_octave=bins_per_octave)
    
def dyn_change(data):
    """
    Random Value Change.
    """
    dyn_change = np.random.uniform(low=1.5,high=3)
    return (data * dyn_change)
    
def speedNpitch(data):
    """
    peed and Pitch Tuning.
    """
    # you can change low and high here
    length_change = np.random.uniform(low=0.8, high = 1)
    speed_fac = 1.0  / length_change
    tmp = np.interp(np.arange(0,len(data),speed_fac),np.arange(0,len(data)),data)
    minlen = min(data.shape[0], tmp.shape[0])
    data *= 0
    data[0:minlen] = tmp[0:minlen]
    return data


X, sample_rate = librosa.load(data_df.path[1250], res_type='kaiser_fast',duration=4,sr=22050*2,offset=0.3)
plot_time_series(X)
ipd.Audio(X, rate=sample_rate)


shifted_audio = pitch_shift(X, sample_rate)

# Plot original and shifted audio
plot_time_series(X, title="Original Audio")
plot_time_series(shifted_audio, title="Pitch Shifted Audio")

# Play the shifted audio
ipd.Audio(shifted_audio, rate=sample_rate)


# Data Making Method 1
def pitch(data, sample_rate, bins_per_octave=12):
    pitch_pm = 2
    pitch_change = pitch_pm * 2 * (np.random.uniform())   
    data = librosa.effects.pitch_shift(y=data.astype('float64'), sr=sample_rate, n_steps=pitch_change, bins_per_octave=bins_per_octave)
    return data

syn_data2 = pd.DataFrame(columns=['feature', 'label'])

for i in tqdm(range(len(data_df))):
    X, sample_rate = librosa.load(data_df.path[i], res_type='kaiser_fast', duration=input_duration, sr=22050*2, offset=0.5)
    if data_df.label[i]:
        X = pitch(X, sample_rate)
        sample_rate = np.array(sample_rate)
        mfccs = np.mean(librosa.feature.mfcc(y=X, sr=sample_rate, n_mfcc=13), axis=0)
        feature = mfccs
        a = random.uniform(0, 1)
        syn_data2.loc[i] = [feature, data_df.label[i]]

100%|██████████████████████████████████████████████████████████████████████████████| 1440/1440 [07:11<00:00,  3.34it/s]


# Data Making Method 2

syn_data1 = pd.DataFrame(columns=['feature', 'label'])
for i in tqdm(range(len(data_df))):
    X, sample_rate = librosa.load(data_df.path[i], res_type='kaiser_fast',duration=input_duration,sr=22050*2,offset=0.5)
    if data_df.label[i]:
#     if data2_df.label[i] == "male_positive":
        X = noise(X)
        sample_rate = np.array(sample_rate)
        mfccs = np.mean(librosa.feature.mfcc(y=X, sr=sample_rate, n_mfcc=13), axis=0)
        feature = mfccs
        a = random.uniform(0, 1)
        syn_data1.loc[i] = [feature, data_df.label[i]]

100%|██████████████████████████████████████████████████████████████████████████████| 1440/1440 [03:09<00:00,  7.58it/s]


syn_data1 = syn_data1.reset_index(drop=True)
syn_data2 = syn_data2.reset_index(drop=True)


df4 = pd.DataFrame(syn_data1['feature'].values.tolist())
labels4 = syn_data1.label
syndf1 = pd.concat([df4,labels4], axis=1)
syndf1 = syndf1.rename(index=str, columns={"0": "label"})
syndf1 = syndf1.fillna(0)
len(syndf1)

1440


syndf1


df4 = pd.DataFrame(syn_data2['feature'].values.tolist())
labels4 = syn_data2.label
syndf2 = pd.concat([df4,labels4], axis=1)
syndf2 = syndf2.rename(index=str, columns={"0": "label"})
syndf2 = syndf2.fillna(0)
len(syndf2)

1440


syndf2


# Combining the Proccessed data with original
combined_df = pd.concat([rnewdf, syndf1, syndf2], ignore_index=True)
combined_df = combined_df.fillna(0)
combined_df


#  Stratified Shuffle Split
from sklearn.model_selection import StratifiedShuffleSplit
X = combined_df.drop(['label'], axis=1)
y = combined_df.label
xxx = StratifiedShuffleSplit(1, test_size=0.1, random_state=12)
for train_index, test_index in xxx.split(X, y):
    X_train, X_test = X.iloc[train_index], X.iloc[test_index]
    y_train, y_test = y.iloc[train_index], y.iloc[test_index]


y_train.value_counts()

label
male_sad            260
male_fearful        260
male_calm           259
male_disgust        259
male_surprised      259
female_fearful      259
female_calm         259
female_angry        259
female_sad          259
female_happy        259
female_disgust      259
male_angry          259
male_happy          259
female_surprised    259
female_neutral      130
male_neutral        130
Name: count, dtype: int64


y_test.value_counts()

label
male_happy          29
female_calm         29
female_happy        29
male_disgust        29
female_angry        29
female_disgust      29
male_angry          29
male_surprised      29
female_fearful      29
female_sad          29
female_surprised    29
male_calm           29
male_sad            28
male_fearful        28
male_neutral        14
female_neutral      14
Name: count, dtype: int64


X_train = np.array(X_train)
y_train = np.array(y_train)
X_test = np.array(X_test)
y_test = np.array(y_test)

lb = LabelEncoder()
y_train = to_categorical(lb.fit_transform(y_train))
y_test = to_categorical(lb.fit_transform(y_test))


y_train

array([[0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 1.],
       ...,
       [1., 0., 0., ..., 0., 0., 0.],
       [0., 1., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.]], dtype=float32)


X_train

array([[-55.83673721, -53.38223926, -52.62323525, ..., -55.33467728,
        -55.41908907, -49.83890713],
       [-44.27623456, -43.14182104, -46.81200409, ..., -56.86144621,
        -56.86577423, -57.41677017],
       [-57.36759949, -56.59558868, -57.37695312, ...,   0.        ,
          0.        ,   0.        ],
       ...,
       [-41.97843925, -41.67985182, -41.13078937, ..., -39.99800463,
        -40.77667595, -44.37771406],
       [-77.09153969, -74.59452988, -73.13767481, ..., -72.43841819,
        -74.7985598 , -77.48181829],
       [-55.93730479, -55.41790481, -57.6258744 , ..., -59.06185509,
        -55.88278275, -54.53154124]])


X_train.shape

(3888, 259)


x_traincnn = np.expand_dims(X_train, axis=2)
x_testcnn = np.expand_dims(X_test, axis=2)


# Set up Keras util functions

from keras import backend as K

def precision(y_true, y_pred):
    true_positives = K.sum(K.round(K.clip(y_true * y_pred, 0, 1)))
    predicted_positives = K.sum(K.round(K.clip(y_pred, 0, 1)))
    precision = true_positives / (predicted_positives + K.epsilon())
    return precision


def recall(y_true, y_pred):
    true_positives = K.sum(K.round(K.clip(y_true * y_pred, 0, 1)))
    possible_positives = K.sum(K.round(K.clip(y_true, 0, 1)))
    recall = true_positives / (possible_positives + K.epsilon())
    return recall


def fscore(y_true, y_pred):
    if K.sum(K.round(K.clip(y_true, 0, 1))) == 0:
        return 0

    p = precision(y_true, y_pred)
    r = recall(y_true, y_pred)
    f_score = 2 * (p * r) / (p + r + K.epsilon())
    return f_score

def get_lr_metric(optimizer):
    def lr(y_true, y_pred):
        return optimizer.lr
    return lr


# CNN Model
model = Sequential()
model.add(Conv1D(256, 8, padding='valid',input_shape=(X_train.shape[1],1)))
model.add(Activation('relu'))
model.add(Conv1D(256, 8, padding='same'))
model.add(BatchNormalization())
model.add(Activation('relu'))
model.add(Dropout(0.25))
model.add(MaxPooling1D(pool_size=(8)))
model.add(Conv1D(192, 8, padding='same'))
model.add(Activation('relu'))
model.add(Conv1D(160, 8, padding='same'))
model.add(Activation('relu'))
model.add(Conv1D(128, 8, padding='same'))
model.add(Activation('relu'))
model.add(Conv1D(128, 8, padding='same'))
model.add(BatchNormalization())
model.add(Activation('relu'))
model.add(Dropout(0.25))
model.add(MaxPooling1D(pool_size=(8)))
model.add(Conv1D(64, 8, padding='same'))
model.add(Activation('relu'))
model.add(Conv1D(64, 8, padding='same'))
model.add(Activation('relu'))
model.add(Flatten())
model.add(Dense(units=16, activation='softmax'))


model.summary()

Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 conv1d (Conv1D)             (None, 252, 256)          2304      
                                                                 
 activation (Activation)     (None, 252, 256)          0         
                                                                 
 conv1d_1 (Conv1D)           (None, 252, 256)          524544    
                                                                 
 batch_normalization (Batch  (None, 252, 256)          1024      
 Normalization)                                                  
                                                                 
 activation_1 (Activation)   (None, 252, 256)          0         
                                                                 
 dropout (Dropout)           (None, 252, 256)          0         
                                                                 
 max_pooling1d (MaxPooling1  (None, 31, 256)           0         
 D)                                                              
                                                                 
 conv1d_2 (Conv1D)           (None, 31, 192)           393408    
                                                                 
 activation_2 (Activation)   (None, 31, 192)           0         
                                                                 
 conv1d_3 (Conv1D)           (None, 31, 160)           245920    
                                                                 
 activation_3 (Activation)   (None, 31, 160)           0         
                                                                 
 conv1d_4 (Conv1D)           (None, 31, 128)           163968    
                                                                 
 activation_4 (Activation)   (None, 31, 128)           0         
                                                                 
 conv1d_5 (Conv1D)           (None, 31, 128)           131200    
                                                                 
 batch_normalization_1 (Bat  (None, 31, 128)           512       
 chNormalization)                                                
                                                                 
 activation_5 (Activation)   (None, 31, 128)           0         
                                                                 
 dropout_1 (Dropout)         (None, 31, 128)           0         
                                                                 
 max_pooling1d_1 (MaxPoolin  (None, 3, 128)            0         
 g1D)                                                            
                                                                 
 conv1d_6 (Conv1D)           (None, 3, 64)             65600     
                                                                 
 activation_6 (Activation)   (None, 3, 64)             0         
                                                                 
 conv1d_7 (Conv1D)           (None, 3, 64)             32832     
                                                                 
 activation_7 (Activation)   (None, 3, 64)             0         
                                                                 
 flatten (Flatten)           (None, 192)               0         
                                                                 
 dense (Dense)               (None, 16)                3088      
                                                                 
=================================================================
Total params: 1564400 (5.97 MB)
Trainable params: 1563632 (5.96 MB)
Non-trainable params: 768 (3.00 KB)
_________________________________________________________________


# Set your desired learning rate
learning_rate = 0.0001  

# Compile your model with the specified learning rate
optimizer = Adam(learning_rate=learning_rate)
model.compile(loss='categorical_crossentropy', optimizer=optimizer, metrics=['accuracy'])


# Model Training Updated
from keras.callbacks import ModelCheckpoint, ReduceLROnPlateau, EarlyStopping

# Define a custom callback to stop training when val_accuracy is more than 0.95
class CustomEarlyStopping(keras.callbacks.Callback):
    def on_epoch_end(self, epoch, logs=None):
        if logs.get('val_accuracy') is not None and logs.get('val_accuracy') > 0.95:
            print("\nStopping training as val_accuracy > 95%")
            self.model.stop_training = True

# Set up other callbacks
lr_reduce = ReduceLROnPlateau(monitor='val_loss', factor=0.9, patience=1, min_lr=0.000001)
mcp_save = ModelCheckpoint('Models/Audio/Audio_Train_Model.keras', save_best_only=False, monitor='val_loss', mode='min')
custom_early_stopping = CustomEarlyStopping()

# Model Training
cnnhistory = model.fit(x_traincnn, y_train, batch_size=8, epochs=1000,
                       validation_data=(x_testcnn, y_test), callbacks=[mcp_save, lr_reduce, custom_early_stopping])

Epoch 1/1000
486/486 [==============================] - 129s 265ms/step - loss: 2.0421 - accuracy: 0.3025 - val_loss: 2.0258 - val_accuracy: 0.3495 - lr: 1.0000e-04
Epoch 2/1000
486/486 [==============================] - 120s 247ms/step - loss: 1.8342 - accuracy: 0.3771 - val_loss: 2.0347 - val_accuracy: 0.3009 - lr: 1.0000e-04
Epoch 3/1000
486/486 [==============================] - 120s 247ms/step - loss: 1.5966 - accuracy: 0.4442 - val_loss: 1.8647 - val_accuracy: 0.3958 - lr: 9.0000e-05
Epoch 4/1000
486/486 [==============================] - 124s 255ms/step - loss: 1.4362 - accuracy: 0.5044 - val_loss: 1.7987 - val_accuracy: 0.3935 - lr: 9.0000e-05
Epoch 5/1000
486/486 [==============================] - 136s 281ms/step - loss: 1.2508 - accuracy: 0.5810 - val_loss: 1.4788 - val_accuracy: 0.4931 - lr: 9.0000e-05
Epoch 6/1000
486/486 [==============================] - 124s 255ms/step - loss: 1.0761 - accuracy: 0.6350 - val_loss: 1.2973 - val_accuracy: 0.6111 - lr: 9.0000e-05
Epoch 7/1000
486/486 [==============================] - 115s 237ms/step - loss: 0.9048 - accuracy: 0.7122 - val_loss: 1.2517 - val_accuracy: 0.6343 - lr: 9.0000e-05
Epoch 8/1000
486/486 [==============================] - 120s 248ms/step - loss: 0.7390 - accuracy: 0.7634 - val_loss: 1.2505 - val_accuracy: 0.5949 - lr: 9.0000e-05
Epoch 9/1000
486/486 [==============================] - 114s 234ms/step - loss: 0.6171 - accuracy: 0.8050 - val_loss: 1.0104 - val_accuracy: 0.6736 - lr: 9.0000e-05
Epoch 10/1000
486/486 [==============================] - 114s 235ms/step - loss: 0.4723 - accuracy: 0.8591 - val_loss: 0.8482 - val_accuracy: 0.7361 - lr: 9.0000e-05
Epoch 11/1000
486/486 [==============================] - 122s 250ms/step - loss: 0.3669 - accuracy: 0.8981 - val_loss: 0.7482 - val_accuracy: 0.8125 - lr: 9.0000e-05
Epoch 12/1000
486/486 [==============================] - 115s 237ms/step - loss: 0.2920 - accuracy: 0.9198 - val_loss: 0.5531 - val_accuracy: 0.8634 - lr: 9.0000e-05
Epoch 13/1000
486/486 [==============================] - 133s 273ms/step - loss: 0.2172 - accuracy: 0.9468 - val_loss: 0.5554 - val_accuracy: 0.8611 - lr: 9.0000e-05
Epoch 14/1000
486/486 [==============================] - 121s 250ms/step - loss: 0.1428 - accuracy: 0.9722 - val_loss: 0.4921 - val_accuracy: 0.8727 - lr: 8.1000e-05
Epoch 15/1000
486/486 [==============================] - 122s 252ms/step - loss: 0.1188 - accuracy: 0.9671 - val_loss: 0.4703 - val_accuracy: 0.8542 - lr: 8.1000e-05
Epoch 16/1000
486/486 [==============================] - 127s 262ms/step - loss: 0.0863 - accuracy: 0.9841 - val_loss: 0.5343 - val_accuracy: 0.8426 - lr: 8.1000e-05
Epoch 17/1000
486/486 [==============================] - 122s 252ms/step - loss: 0.0744 - accuracy: 0.9828 - val_loss: 0.4590 - val_accuracy: 0.8449 - lr: 7.2900e-05
Epoch 18/1000
486/486 [==============================] - 124s 256ms/step - loss: 0.0749 - accuracy: 0.9830 - val_loss: 0.3426 - val_accuracy: 0.9097 - lr: 7.2900e-05
Epoch 19/1000
486/486 [==============================] - 125s 258ms/step - loss: 0.0718 - accuracy: 0.9838 - val_loss: 0.3234 - val_accuracy: 0.9213 - lr: 7.2900e-05
Epoch 20/1000
486/486 [==============================] - 123s 253ms/step - loss: 0.0776 - accuracy: 0.9774 - val_loss: 0.3916 - val_accuracy: 0.8912 - lr: 7.2900e-05
Epoch 21/1000
486/486 [==============================] - 123s 253ms/step - loss: 0.0513 - accuracy: 0.9900 - val_loss: 0.2703 - val_accuracy: 0.9167 - lr: 6.5610e-05
Epoch 22/1000
486/486 [==============================] - 123s 253ms/step - loss: 0.0336 - accuracy: 0.9938 - val_loss: 0.3359 - val_accuracy: 0.8935 - lr: 6.5610e-05
Epoch 23/1000
486/486 [==============================] - 124s 255ms/step - loss: 0.0329 - accuracy: 0.9923 - val_loss: 0.2595 - val_accuracy: 0.9282 - lr: 5.9049e-05
Epoch 24/1000
486/486 [==============================] - 124s 254ms/step - loss: 0.0303 - accuracy: 0.9941 - val_loss: 0.3110 - val_accuracy: 0.9190 - lr: 5.9049e-05
Epoch 25/1000
486/486 [==============================] - 127s 262ms/step - loss: 0.0378 - accuracy: 0.9905 - val_loss: 0.3123 - val_accuracy: 0.9282 - lr: 5.3144e-05
Epoch 26/1000
486/486 [==============================] - 125s 256ms/step - loss: 0.0130 - accuracy: 0.9987 - val_loss: 0.1815 - val_accuracy: 0.9468 - lr: 4.7830e-05
Epoch 27/1000
486/486 [==============================] - 122s 252ms/step - loss: 0.0180 - accuracy: 0.9969 - val_loss: 0.3009 - val_accuracy: 0.9144 - lr: 4.7830e-05
Epoch 28/1000
486/486 [==============================] - 124s 255ms/step - loss: 0.0106 - accuracy: 0.9992 - val_loss: 0.2124 - val_accuracy: 0.9375 - lr: 4.3047e-05
Epoch 29/1000
486/486 [==============================] - 122s 251ms/step - loss: 0.0199 - accuracy: 0.9949 - val_loss: 0.2149 - val_accuracy: 0.9421 - lr: 3.8742e-05
Epoch 30/1000
486/486 [==============================] - 126s 259ms/step - loss: 0.0080 - accuracy: 1.0000 - val_loss: 0.1686 - val_accuracy: 0.9468 - lr: 3.4868e-05
Epoch 31/1000
486/486 [==============================] - ETA: 0s - loss: 0.0060 - accuracy: 0.9997
Stopping training as val_accuracy > 95%
486/486 [==============================] - 128s 263ms/step - loss: 0.0060 - accuracy: 0.9997 - val_loss: 0.1886 - val_accuracy: 0.9537 - lr: 3.4868e-05


from tensorflow.keras.models import save_model
# Save the model in the recommended format (.keras)
save_model(model, 'Models/Audio/Audio_Train_Model.keras')


# Plotting the Train Valid Loss Graph
plt.plot(cnnhistory.history['accuracy'])
plt.plot(cnnhistory.history['val_accuracy'])
plt.title('Model Accuracy')
plt.ylabel('accuracy')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()


# Plotting the Train Valid Loss Graph

plt.plot(cnnhistory.history['loss'])
plt.plot(cnnhistory.history['val_loss'])
plt.title('Model Loss')
plt.ylabel('loss')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()


# Saving the model.json

import json
model_json = model.to_json()
with open("Models/Audio/model.json", "w") as json_file:
    json_file.write(model_json)


import tensorflow as tf
from tensorflow.keras.initializers import glorot_uniform
loaded_model = tf.keras.models.load_model("Models/Audio/Audio_Train_Model.keras",custom_objects={'GlorotUniform': glorot_uniform()})
print("Loaded model from disk")
 
# evaluate loaded model on test data
loaded_model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])
score = loaded_model.evaluate(x_testcnn, y_test, verbose=0)
print("%s: %.2f%%" % (loaded_model.metrics_names[1], score[1]*100))

Loaded model from disk
accuracy: 95.37%


len(data_df)

1440


data_test = pd.DataFrame(columns=['feature'])
for i in tqdm(range(len(data_df))):
    X, sample_rate = librosa.load(data_df.path[i], res_type='kaiser_fast',duration=input_duration,sr=22050*2,offset=0.5)
#     X = X[10000:90000]
    sample_rate = np.array(sample_rate)
    mfccs = np.mean(librosa.feature.mfcc(y=X, sr=sample_rate, n_mfcc=13), axis=0)
    feature = mfccs
    data_test.loc[i] = [feature]
    
test_valid = pd.DataFrame(data_test['feature'].values.tolist())
test_valid = np.array(test_valid)
test_valid_lb = np.array(data_df.label)
lb = LabelEncoder()
test_valid_lb = to_categorical(lb.fit_transform(test_valid_lb))
test_valid = np.expand_dims(test_valid, axis=2)

prediction = loaded_model.predict(test_valid, batch_size=32, verbose=1)
prediction

100%|██████████████████████████████████████████████████████████████████████████████| 1440/1440 [02:58<00:00,  8.06it/s]

45/45 [==============================] - 8s 166ms/step

array([[          nan,           nan,           nan, ...,           nan,
                  nan,           nan],
       [          nan,           nan,           nan, ...,           nan,
                  nan,           nan],
       [          nan,           nan,           nan, ...,           nan,
                  nan,           nan],
       ...,
       [2.0666637e-04, 5.7274843e-07, 1.1443909e-05, ..., 2.3714001e-07,
        3.5435654e-08, 7.2477801e-06],
       [2.7828648e-06, 1.0154422e-06, 2.2841662e-07, ..., 7.3532924e-06,
        2.8831866e-05, 1.9994166e-04],
       [1.5238989e-05, 6.8574368e-09, 4.9512978e-06, ..., 2.5294955e-06,
        8.6844915e-07, 2.2694371e-06]], dtype=float32)


prediction_1=prediction.argmax(axis=1)
prediction_1

array([0, 0, 0, ..., 7, 7, 7], dtype=int64)


abc = prediction_1.astype(int).flatten()
abc

array([0, 0, 0, ..., 7, 7, 7])


predictions = (lb.inverse_transform((abc)))


pred_df = pd.DataFrame({'predictedvalues': predictions})
pred_df


actual=test_valid_lb.argmax(axis=1)
abc123 = actual.astype(int).flatten()
actualvalues = (lb.inverse_transform((abc123)))


actualdf = pd.DataFrame({'actualvalues': actualvalues})
actualdf


finaldf = actualdf.join(pred_df)
finaldf


finaldf[100:120]


finaldf.groupby('actualvalues').count()
finaldf.groupby('predictedvalues').count()


finaldf.to_csv('data/Predictions.csv', index=False)


def print_confusion_matrix(confusion_matrix, class_names, figsize = (10,7), fontsize=14):
    df_cm = pd.DataFrame(
        confusion_matrix, index=class_names, columns=class_names, 
    )
    fig = plt.figure(figsize=figsize)
    try:
        heatmap = sns.heatmap(df_cm, annot=True, fmt="d")
    except ValueError:
        raise ValueError("Confusion matrix values must be integers.")
        
    heatmap.yaxis.set_ticklabels(heatmap.yaxis.get_ticklabels(), rotation=0, ha='right', fontsize=fontsize)
    heatmap.xaxis.set_ticklabels(heatmap.xaxis.get_ticklabels(), rotation=45, ha='right', fontsize=fontsize)
    plt.ylabel('True label')
    plt.xlabel('Predicted label')


from sklearn.metrics import accuracy_score
y_true = finaldf.actualvalues
y_pred = finaldf.predictedvalues
print("Model Accuracy :" ,accuracy_score(y_true, y_pred)*100)

Model Accuracy : 81.31944444444444


from sklearn.metrics import f1_score
#f1_score(y_true, y_pred, average='macro') *100
print("F1 Score :" ,f1_score(y_true, y_pred, average='macro') *100)

F1 Score : 84.50090560231978


from sklearn.metrics import confusion_matrix
c = confusion_matrix(y_true, y_pred)
c

array([[96,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0],
       [ 4, 92,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0],
       [ 0,  0, 96,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0],
       [15,  1,  0, 80,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0],
       [ 6,  0,  0,  0, 90,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0],
       [ 7,  0,  0,  0,  0, 41,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0],
       [ 5,  0,  0,  0,  0,  0, 91,  0,  0,  0,  0,  0,  0,  0,  0,  0],
       [23,  0,  0,  0,  0,  0,  0, 73,  0,  0,  0,  0,  0,  0,  0,  0],
       [11,  0,  0,  0,  0,  0,  0,  0, 85,  0,  0,  0,  0,  0,  0,  0],
       [15,  0,  0,  0,  0,  0,  0,  0,  0, 81,  0,  0,  0,  0,  0,  0],
       [11,  0,  0,  0,  0,  0,  0,  0,  0,  0, 85,  0,  0,  0,  0,  0],
       [42,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0, 54,  0,  0,  0,  0],
       [31,  1,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0, 63,  0,  0,  1],
       [23,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0, 25,  0,  0],
       [24,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0, 72,  0],
       [48,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  1,  0,  0,  0, 47]],
      dtype=int64)


class_names = ['male_calm', 'male_happy', 'male_sad', 'male_angry', 'male_fearful',
       'male_disgust', 'male_surprised', 'female_calm', 'female_happy',
       'female_sad', 'female_angry', 'female_fearful', 'female_disgust',
       'female_surprised', 'male_neutral', 'female_neutral']


print_confusion_matrix(c, class_names)


# Video Emotion Recognition
# Loading Emotions Labels

emotions = {1:'neutral', 2:'calm', 3:'happy', 4:'sad', 5:'angry', 6:'fear', 7:'disgust', 8:'surprise'}
emotional_intensity = {1:'normal', 2:'strong'}


#Setting Path
path = "data/ravdess/Video_Speech_Actors_01-12"


filenames = []
feats = []
labels = []
paths = []

for (dirpath, dirnames, fn) in os.walk(path):
    for name in fn:
        filename = name.split('.')[0]
        feat = filename.split('-')[2:]
        label = feat[0]
        filenames.append(filename)
        feats.append(feat)
        labels.append(label)
        paths.append(dirpath + '/' + filename)
        
filenames[:10]

['01-01-01-01-01-01-09',
 '01-01-01-01-01-02-09',
 '01-01-01-01-02-01-09',
 '01-01-01-01-02-02-09',
 '01-01-02-01-01-01-09',
 '01-01-02-01-01-02-09',
 '01-01-02-01-02-01-09',
 '01-01-02-01-02-02-09',
 '01-01-02-02-01-01-09',
 '01-01-02-02-01-02-09']


video_df = pd.DataFrame(feats, columns = ['emotion', 'emotional intensity', 'statement', 'repetition', 'actor']).astype(int)

video_df['emotion'] = video_df['emotion'].map(emotions)
video_df['emotional intensity'] = video_df['emotional intensity'].map(emotional_intensity)

video_df['index'] = filenames
video_df.set_index('index', inplace=True)

video_df


#Changing Face to Black and White

def prepare_all_videos(filenames, paths, skip=1):
    nframes_tot = 0
    
    for count, video in enumerate(zip(filenames, paths)):
        # Gather all its frames
        save_frames(video[0], video[1], video[1].replace('RAVDESS', 'RAVDESS_frames_face_BW'), skip)
        print(f"Processed videos {count+1}/{len(paths)}")
    return


def save_frames(filename, input_path, output_path, skip):
    # Initialize video reader
    cap = cv2.VideoCapture(input_path + '.mp4')
    haar_cascade = cv2.CascadeClassifier('Other/haarcascade_frontalface_default.xml')
    frames = []
    count = 0
    
    if not os.path.exists(output_path):
        os.makedirs(output_path)
    try:
        # Loop through all frames
        while True:
            # Capture frame
            ret, frame = cap.read()
            if (count % skip == 0 and count > 20):
                #print(frame.shape)
                if not ret:
                    break
                frame = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
                faces = haar_cascade.detectMultiScale(frame, scaleFactor=1.12, minNeighbors=9)
                # if len(faces) != 1:
                    
                if len(faces) == 0:
                    faces = haar_cascade.detectMultiScale(frame, scaleFactor=1.02, minNeighbors=9)
                    if len(faces) == 0:
                        raise Exception(f"Still no faces {len(faces)} {filename}")
                if len(faces) > 1:
                    ex = []
                    print(type(faces))
                    for elem in faces:
                        for (x, y, w, h) in [elem]:
                            ex.append(frame[y:y + h, x:x + w])

                    print(filename)
                    plt.figure()
                    f, axarr = plt.subplots(4,1)
                    axarr[0].imshow(ex[0])
                    axarr[1].imshow(ex[1])
                    plt.show()

                    inp = int(input())
                    faces = [faces[inp]]
                    raise Exception(f"More than 1 faces detected in {filename}")
                    

                for (x, y, w, h) in faces:
                    face = frame[y:y + h, x:x + w]

                face = cv2.resize(face, (224, 224))
                face = face[5:-5, 5:-5]
                cv2.imwrite(output_path + '/' + f'{filename}_{count}' + '.png', face)
            count += 1
    finally:
        cap.release()
    return


prepare_all_videos(filenames, paths, skip=3)

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emotions_tras = {1:1, 2:4, 3:5, 4:0, 5:3, 6:2, 7:6}
emotions = {0:'angry', 1:'calm', 2:'disgust', 3:'fear', 4:'happy', 5:'sad', 6:'surprise'}

dataset_path = "data/ravdess/RAVDESS_frames_face_BW/" 

height_orig = 224
width_orig = 224
height_targ = 112
width_targ = 112

val_actors = ['10']
test_actors = ['11', '12']


filenames_train = [] # train

for (dirpath, dirnames, fn) in os.walk(dataset_path):
    if fn != []:
        class_temp = int(fn[0].split('-')[2]) - 1
        if class_temp != 0:                                                     # exclude 'neutral' label
            if any(act in dirpath for act in (test_actors+val_actors))==False:  # select only train actors
                path = [os.path.join(dirpath, elem) for elem in fn]
                label = [emotions_tras[class_temp]] * len(fn)                   # emotion transposition
                filenames_train.append(list(zip(path, label)))


val_actors

['10']


test_actors

['11', '12']


filenames_train

[[('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_102.png',
   1),
  ('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_21.png',
   1),
  ('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_24.png',
   1),
  ('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_27.png',
   1),
  ('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_30.png',
   1),
  ('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_33.png',
   1),
  ('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_36.png',
   1),
  ('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_39.png',
   1),
  ('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_42.png',
   1),
  ('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_45.png',
   1),
  ('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_48.png',
   1),
  ('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_51.png',
   1),
  ('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_54.png',
   1),
  ('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_57.png',
   1),
  ('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_60.png',
   1),
  ('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_63.png',
   1),
  ('data/ravdess/RAVDESS_frames_face_BW/Actor_1\\01-01-02-01-01-01-01\\01-01-02-01-01-01-01_66.png',
   1),
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   6)],
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def sampling(list, num_frames_desired):
    tot = []
    for elem in list:
        sampled_list = random.sample(elem, num_frames_desired)
        tot += sampled_list
    return(tot)


def compute_mean_face(filenames):
    frames_per_vid = min([len(elem) for elem in filenames])     # number of frames per clip in order to have balanced classes
    print("frames per video:", frames_per_vid) 

    filenames_sampled = sampling(filenames, frames_per_vid)
    random.shuffle(filenames_sampled)

    faces = []

    for path, label in tqdm(filenames_sampled):
        face = cv2.imread(path)
        face = cv2.resize(face, (112, 112))
        face = cv2.cvtColor(face, cv2.COLOR_BGR2GRAY)
        faces.append(face)

    faces = np.array(faces)
    mean_face = np.mean(faces, axis=0)
    mean_face = mean_face/255
    mean_face = np.expand_dims(mean_face, axis=2)
    np.save('Other/mean_face.npy', mean_face)
    
compute_mean_face(filenames_train)

frames per video: 24

100%|████████████████████████████████████████████████████████████████████████████| 24096/24096 [05:08<00:00, 78.05it/s]


import numpy as np
# import pandas as pd
import matplotlib.pyplot as plt
import os
import random
from datetime import datetime

import tensorflow as tf

# Keras module and tools
from keras.callbacks import ReduceLROnPlateau, EarlyStopping, ModelCheckpoint
from keras.layers import Input, Flatten, Conv2D, BatchNormalization, Activation, MaxPooling2D, Dense, Dropout, RandomFlip
from keras.metrics import sparse_categorical_accuracy, sparse_top_k_categorical_accuracy
from keras.losses import sparse_categorical_crossentropy
from keras.models import Model, Sequential
from keras.optimizers import Adam
from keras_cv.layers import RandomCutout
import keras_tuner
from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay

if tf.test.gpu_device_name(): 
    print('Default GPU Device:{}'.format(tf.test.gpu_device_name()))
else:
    print("Please install GPU version of TF")

Please install GPU version of TF


emotions_tras = {1:1, 2:4, 3:5, 4:0, 5:3, 6:2, 7:6} # to match the audio stream labels
emotions = {0:'angry', 1:'calm', 2:'disgust', 3:'fear', 4:'happy', 5:'sad', 6:'surprise'}

path_frames_face_BW = "data/ravdess/RAVDESS_frames_face_BW/"

height_orig = 224
width_orig = 224
height_targ = 112
width_targ = 112

batch_size = 64
num_classes = len(emotions)

val_actors = ['08','09','10']
test_actors = ['11','12']


filenames_train = [] # train
filenames_val = [] # validation

for (dirpath, dirnames, fn) in os.walk(path_frames_face_BW):
    if fn != []:
        class_temp = int(fn[0].split('-')[2]) - 1
        if class_temp != 0:                                                     # exclude 'neutral' label
            if any(act in dirpath for act in (test_actors+val_actors))==False:  # select only train actors
                path = [os.path.join(dirpath, elem) for elem in fn]
                label = [emotions_tras[class_temp]] * len(fn)                   # emotion transposition
                filenames_train.append(list(zip(path, label)))
            
            if any(act in dirpath for act in val_actors):                       # select only validation actors
                path = [os.path.join(dirpath, elem) for elem in fn]
                label = [emotions_tras[class_temp]] * len(fn)
                filenames_val.append(list(zip(path, label)))


mean_face = np.load('Other/mean_face.npy')
mean_face = tf.convert_to_tensor(mean_face, dtype=tf.float32)


def sampling(list, num_frames_desired):
    tot = []
    for elem in list:
        sampled_list = random.sample(elem, num_frames_desired)
        tot += sampled_list
    return(tot)

def parse_image(filename):
    image = tf.io.read_file(filename)
    image = tf.image.decode_jpeg(image, channels=1)
    image = tf.image.convert_image_dtype(image, dtype=tf.float16)
    image = tf.image.resize_with_crop_or_pad(image, height_orig, width_orig)
    image = tf.image.resize(image, [height_targ, width_targ])
    image = image - mean_face                                                       # subctract mean face
    print('shape frames:', image.shape)
    return image

def configure_for_performance(ds):
    ds = ds.shuffle(buffer_size=1000) # serve?
    ds = ds.batch(batch_size)
    ds = ds.repeat()
    ds = ds.prefetch(buffer_size=tf.data.experimental.AUTOTUNE)
    return ds

def load_dataset(filenames, batch_size):
    frames_per_vid = min([len(elem) for elem in filenames])                         # number of frames per clip in order to have balanced classes
    print("frames per video:", frames_per_vid) 

    filenames_sampled = sampling(filenames, frames_per_vid)
    random.shuffle(filenames_sampled)

    zipped = [list(t) for t in zip(*filenames_sampled)]

    names = zipped[0]
    labels = zipped[1]

    names = tf.data.Dataset.from_tensor_slices(names)
    images = names.map(parse_image, num_parallel_calls=tf.data.experimental.AUTOTUNE)

    labels = [elem for elem in labels]
    labels = tf.data.Dataset.from_tensor_slices(labels)

    ds = tf.data.Dataset.zip((images, labels))
    ds = configure_for_performance(ds)

    frame_number = len(filenames_sampled)
    step_per_epoch = frame_number // batch_size
    print('frames number:', frame_number, '\nbatch size:', batch_size, '\nbatch number:', step_per_epoch)
    return ds, step_per_epoch


train_ds, step_per_epoch_train = load_dataset(filenames_train, batch_size)

frames per video: 24
shape frames: (112, 112, 1)
frames number: 16080 
batch size: 64 
batch number: 251


val_ds, step_per_epoch_val = load_dataset(filenames_val, batch_size)

frames per video: 23
shape frames: (112, 112, 1)
frames number: 10994 
batch size: 64 
batch number: 171


data_augmentation = tf.keras.Sequential([
    RandomFlip("horizontal"),
    RandomCutout(0.4, 0.4, fill_mode="constant", fill_value=0.0, seed=None)
])


examples = train_ds.unbatch().take(1)

for elem in examples:
    print(elem[0].shape)
plt.imshow(elem[0], cmap='gray')
plt.title(emotions[int(elem[1])], fontdict={'fontsize': 24})
plt.axis('off')
plt.savefig('Plots/model_input.png')

(112, 112, 1)


for images, labels in train_ds.take(1):
    fig, axs = plt.subplots(nrows=3, ncols=3, figsize=(10, 10))
    fig.suptitle(emotions[int(labels[0])], fontsize=40)
    first_image = images[0]
    for i in range(9):
        ax = plt.subplot(3, 3, i + 1)
        augmented_image = data_augmentation(
            tf.expand_dims(first_image, 0), training=True
        )
        plt.imshow(augmented_image[0], cmap='gray')
        plt.axis("off")
plt.savefig('Plots/model_augmentation.png')

WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.


from keras.layers import Input, Conv2D, BatchNormalization, Activation, MaxPooling2D, Dropout, Flatten, Dense
from keras.models import Model

input_layer = Input(shape=(width_targ, height_targ, 1), name='input')
x = input_layer
x = data_augmentation(x)

x = Conv2D(filters=32, kernel_size=(5,5), padding='same', kernel_initializer='he_normal', name='conv2d_0_1')(x)
x = BatchNormalization(name='batchnorm_0_1')(x)
x = Activation('elu')(x)
x = MaxPooling2D(pool_size=(2,2), name='maxpool2d_0_1')(x)

x = Conv2D(filters=64, kernel_size=(5,5), padding='same', kernel_initializer='he_normal', name='conv2d_0')(x)
x = BatchNormalization(name='batchnorm_0')(x)
x = Activation('elu')(x)
x = MaxPooling2D(pool_size=(2,2), name='maxpool2d_0')(x)

x = Conv2D(filters=128, kernel_size=(3,3), padding='same', kernel_initializer='he_normal', name='conv2d_3')(x)
x = BatchNormalization(name='batchnorm_1')(x)
x = Activation('elu')(x)
x = MaxPooling2D(pool_size=(2,2), name='maxpool2d_2')(x)

x = Dropout(0.4, name='dropout_0')(x)

x = Conv2D(filters=256, kernel_size=(3,3), padding='same', kernel_initializer='he_normal', name='conv2d_1')(x)
x = BatchNormalization(name='batchnorm_2')(x)
x = Activation('elu')(x)
x = MaxPooling2D(pool_size=(2,2), name='maxpool2d_1')(x)

x = Dropout(0.5, name='dropout_1')(x)

x = Flatten(name='flatten')(x)

x = Dense(512, kernel_initializer='he_normal', name='dense_1')(x)
x = BatchNormalization(name='batchnorm_3')(x)
x = Activation('elu')(x)
x = Dropout(0.6, name='dropout_2')(x)

x = Dense(512, kernel_initializer='he_normal', name='dense_2')(x)
x = BatchNormalization(name='batchnorm_4')(x)
x = Activation('elu')(x)
x = Dropout(0.6, name='dropout_3')(x)

x = Dense(256, kernel_initializer='he_normal', name='dense_3')(x)
x = BatchNormalization(name='batchnorm_5')(x)
x = Activation('elu')(x)
x = Dropout(0.6, name='dropout_4')(x)

x = Dense(256, kernel_initializer='he_normal', name='dense_4')(x)
x = BatchNormalization(name='batchnorm_6')(x)
x = Activation('elu')(x)
x = Dropout(0.6, name='dropout_5')(x)

x = Dense(192, kernel_initializer='he_normal', name='dense_3_3')(x)
x = BatchNormalization(name='batchnorm_5_3')(x)
x = Activation('elu')(x)
x = Dropout(0.6, name='dropout_4_3')(x)

x = Dense(192, kernel_initializer='he_normal', name='dense_4_4')(x)
x = BatchNormalization(name='batchnorm_6_4')(x)
x = Activation('elu')(x)
x = Dropout(0.6, name='dropout_5_4')(x)

x = Dense(160, kernel_initializer='he_normal', name='dense_5_1')(x)
x = BatchNormalization(name='batchnorm_7_1')(x)
x = Activation('elu')(x)
x = Dropout(0.6, name='dropout_6_1')(x)

x = Dense(160, kernel_initializer='he_normal', name='dense_5_2')(x)
x = BatchNormalization(name='batchnorm_7_2')(x)
x = Activation('elu')(x)
x = Dropout(0.6, name='dropout_6_2')(x)

x = Dense(128, kernel_initializer='he_normal', name='dense_5')(x)
x = BatchNormalization(name='batchnorm_7')(x)
x = Activation('elu')(x)
x = Dropout(0.6, name='dropout_6')(x)

x = Dense(128, kernel_initializer='he_normal', name='dense_6')(x)
x = BatchNormalization(name='batchnorm_8')(x)
x = Activation('elu')(x)
x = Dropout(0.6, name='dropout_7')(x)

x = Dense(64, kernel_initializer='he_normal', name='dense_7')(x)
x = BatchNormalization(name='batchnorm_9')(x)
x = Activation('elu')(x)
x = Dropout(0.6, name='dropout_8')(x)

x = Dense(64, kernel_initializer='he_normal', name='dense_8')(x)
x = BatchNormalization(name='batchnorm_10')(x)
x = Activation('elu')(x)
x = Dropout(0.6, name='dropout_9')(x)

output_layer = Dense(num_classes, activation='softmax', name='out_layer')(x)

Video_Model = Model(inputs=input_layer, outputs=output_layer, name='Video_Model')
Video_Model.summary()

WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
Model: "Video_Model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input (InputLayer)          [(None, 112, 112, 1)]     0         
                                                                 
 sequential_2 (Sequential)   (None, 112, 112, 1)       0         
                                                                 
 conv2d_0_1 (Conv2D)         (None, 112, 112, 32)      832       
                                                                 
 batchnorm_0_1 (BatchNormal  (None, 112, 112, 32)      128       
 ization)                                                        
                                                                 
 activation_24 (Activation)  (None, 112, 112, 32)      0         
                                                                 
 maxpool2d_0_1 (MaxPooling2  (None, 56, 56, 32)        0         
 D)                                                              
                                                                 
 conv2d_0 (Conv2D)           (None, 56, 56, 64)        51264     
                                                                 
 batchnorm_0 (BatchNormaliz  (None, 56, 56, 64)        256       
 ation)                                                          
                                                                 
 activation_25 (Activation)  (None, 56, 56, 64)        0         
                                                                 
 maxpool2d_0 (MaxPooling2D)  (None, 28, 28, 64)        0         
                                                                 
 conv2d_3 (Conv2D)           (None, 28, 28, 128)       73856     
                                                                 
 batchnorm_1 (BatchNormaliz  (None, 28, 28, 128)       512       
 ation)                                                          
                                                                 
 activation_26 (Activation)  (None, 28, 28, 128)       0         
                                                                 
 maxpool2d_2 (MaxPooling2D)  (None, 14, 14, 128)       0         
                                                                 
 dropout_0 (Dropout)         (None, 14, 14, 128)       0         
                                                                 
 conv2d_1 (Conv2D)           (None, 14, 14, 256)       295168    
                                                                 
 batchnorm_2 (BatchNormaliz  (None, 14, 14, 256)       1024      
 ation)                                                          
                                                                 
 activation_27 (Activation)  (None, 14, 14, 256)       0         
                                                                 
 maxpool2d_1 (MaxPooling2D)  (None, 7, 7, 256)         0         
                                                                 
 dropout_1 (Dropout)         (None, 7, 7, 256)         0         
                                                                 
 flatten (Flatten)           (None, 12544)             0         
                                                                 
 dense_1 (Dense)             (None, 512)               6423040   
                                                                 
 batchnorm_3 (BatchNormaliz  (None, 512)               2048      
 ation)                                                          
                                                                 
 activation_28 (Activation)  (None, 512)               0         
                                                                 
 dropout_2 (Dropout)         (None, 512)               0         
                                                                 
 dense_2 (Dense)             (None, 512)               262656    
                                                                 
 batchnorm_4 (BatchNormaliz  (None, 512)               2048      
 ation)                                                          
                                                                 
 activation_29 (Activation)  (None, 512)               0         
                                                                 
 dropout_3 (Dropout)         (None, 512)               0         
                                                                 
 dense_3 (Dense)             (None, 256)               131328    
                                                                 
 batchnorm_5 (BatchNormaliz  (None, 256)               1024      
 ation)                                                          
                                                                 
 activation_30 (Activation)  (None, 256)               0         
                                                                 
 dropout_4 (Dropout)         (None, 256)               0         
                                                                 
 dense_4 (Dense)             (None, 256)               65792     
                                                                 
 batchnorm_6 (BatchNormaliz  (None, 256)               1024      
 ation)                                                          
                                                                 
 activation_31 (Activation)  (None, 256)               0         
                                                                 
 dropout_5 (Dropout)         (None, 256)               0         
                                                                 
 dense_5_1 (Dense)           (None, 160)               41120     
                                                                 
 batchnorm_7_1 (BatchNormal  (None, 160)               640       
 ization)                                                        
                                                                 
 activation_32 (Activation)  (None, 160)               0         
                                                                 
 dropout_6_1 (Dropout)       (None, 160)               0         
                                                                 
 dense_5 (Dense)             (None, 128)               20608     
                                                                 
 batchnorm_7 (BatchNormaliz  (None, 128)               512       
 ation)                                                          
                                                                 
 activation_33 (Activation)  (None, 128)               0         
                                                                 
 dropout_6 (Dropout)         (None, 128)               0         
                                                                 
 dense_6 (Dense)             (None, 128)               16512     
                                                                 
 batchnorm_8 (BatchNormaliz  (None, 128)               512       
 ation)                                                          
                                                                 
 activation_34 (Activation)  (None, 128)               0         
                                                                 
 dropout_7 (Dropout)         (None, 128)               0         
                                                                 
 dense_7 (Dense)             (None, 64)                8256      
                                                                 
 batchnorm_9 (BatchNormaliz  (None, 64)                256       
 ation)                                                          
                                                                 
 activation_35 (Activation)  (None, 64)                0         
                                                                 
 dropout_8 (Dropout)         (None, 64)                0         
                                                                 
 dense_8 (Dense)             (None, 64)                4160      
                                                                 
 batchnorm_10 (BatchNormali  (None, 64)                256       
 zation)                                                         
                                                                 
 activation_36 (Activation)  (None, 64)                0         
                                                                 
 dropout_9 (Dropout)         (None, 64)                0         
                                                                 
 out_layer (Dense)           (None, 7)                 455       
                                                                 
=================================================================
Total params: 7405287 (28.25 MB)
Trainable params: 7400167 (28.23 MB)
Non-trainable params: 5120 (20.00 KB)
_________________________________________________________________


epochs = 100                                                                                                                     
lr = 0.001

optimizer = Adam(learning_rate=lr)
Video_Model.compile(loss=sparse_categorical_crossentropy, optimizer=optimizer, metrics=[sparse_categorical_accuracy])


#Video Training Model
from keras.callbacks import ModelCheckpoint, ReduceLROnPlateau, EarlyStopping

# Set up other callbacks
checkpoint_filepath = '/Models/Video/Video_Train_Model.keras'
reduce_lr = ReduceLROnPlateau(monitor="val_sparse_categorical_accuracy", factor=0.9, patience=1, min_lr=0.000001)

# Define a custom callback to stop training when val_accuracy is more than 0.95
class CustomEarlyStopping(keras.callbacks.Callback):
    def on_epoch_end(self, epoch, logs=None):
        if logs.get('val_sparse_categorical_accuracy') is not None and logs.get('val_sparse_categorical_accuracy') > 0.95:
            print("\nStopping training as val_accuracy > 95%")
            self.model.stop_training = True

# Modify the ModelCheckpoint callback
save_best = ModelCheckpoint(filepath=checkpoint_filepath, monitor='val_sparse_categorical_accuracy', mode='max', save_best_only=False)

history = Video_Model.fit(train_ds,
                          epochs=epochs,
                          validation_data=val_ds,
                          batch_size=batch_size,
                          steps_per_epoch=step_per_epoch_train,
                          validation_steps=step_per_epoch_val,
                          callbacks=[reduce_lr, early_stop, save_best],
                          verbose=1)

Epoch 1/25
251/251 [==============================] - 2535s 10s/step - loss: 1.8237 - sparse_categorical_accuracy: 0.1943 - val_loss: 2.9543 - val_sparse_categorical_accuracy: 0.1557 - lr: 0.0010
Epoch 2/25
251/251 [==============================] - 2423s 10s/step - loss: 1.4930 - sparse_categorical_accuracy: 0.2963 - val_loss: 4.5968 - val_sparse_categorical_accuracy: 0.1675 - lr: 0.0010
Epoch 3/25
251/251 [==============================] - 2390s 10s/step - loss: 1.3110 - sparse_categorical_accuracy: 0.3421 - val_loss: 4.1345 - val_sparse_categorical_accuracy: 0.2096 - lr: 0.0010
Epoch 4/25
251/251 [==============================] - 2332s 9s/step - loss: 1.2259 - sparse_categorical_accuracy: 0.3990 - val_loss: 4.3641 - val_sparse_categorical_accuracy: 0.2257 - lr: 0.0010
Epoch 5/25
251/251 [==============================] - 2324s 9s/step - loss: 1.0860 - sparse_categorical_accuracy: 0.4906 - val_loss: 4.7661 - val_sparse_categorical_accuracy: 0.2930 - lr: 0.0010
Epoch 6/25
251/251 [==============================] - 2326s 9s/step - loss: 0.9510 - sparse_categorical_accuracy: 0.5674 - val_loss: 5.1696 - val_sparse_categorical_accuracy: 0.2547 - lr: 0.0010
Epoch 7/25
251/251 [==============================] - 2343s 9s/step - loss: 0.8726 - sparse_categorical_accuracy: 0.6010 - val_loss: 4.9171 - val_sparse_categorical_accuracy: 0.2968 - lr: 9.0000e-04
Epoch 8/25
251/251 [==============================] - 2247s 9s/step - loss: 0.8329 - sparse_categorical_accuracy: 0.6163 - val_loss: 4.9863 - val_sparse_categorical_accuracy: 0.2994 - lr: 9.0000e-04
Epoch 9/25
251/251 [==============================] - 1651s 7s/step - loss: 0.7762 - sparse_categorical_accuracy: 0.6394 - val_loss: 5.1861 - val_sparse_categorical_accuracy: 0.2831 - lr: 9.0000e-04
Epoch 10/25
251/251 [==============================] - 1336s 5s/step - loss: 0.7467 - sparse_categorical_accuracy: 0.6565 - val_loss: 5.2663 - val_sparse_categorical_accuracy: 0.2847 - lr: 8.1000e-04
Epoch 11/25
251/251 [==============================] - 1361s 5s/step - loss: 0.7098 - sparse_categorical_accuracy: 0.6728 - val_loss: 5.2700 - val_sparse_categorical_accuracy: 0.2940 - lr: 7.2900e-04
Epoch 12/25
251/251 [==============================] - 1342s 5s/step - loss: 0.6850 - sparse_categorical_accuracy: 0.6859 - val_loss: 5.3259 - val_sparse_categorical_accuracy: 0.3139 - lr: 6.5610e-04
Epoch 13/25
251/251 [==============================] - 2246s 9s/step - loss: 0.6705 - sparse_categorical_accuracy: 0.6958 - val_loss: 5.5763 - val_sparse_categorical_accuracy: 0.2865 - lr: 6.5610e-04
Epoch 14/25
251/251 [==============================] - 2337s 9s/step - loss: 0.6410 - sparse_categorical_accuracy: 0.7129 - val_loss: 5.5098 - val_sparse_categorical_accuracy: 0.3054 - lr: 5.9049e-04
Epoch 15/25
251/251 [==============================] - 1986s 8s/step - loss: 0.6036 - sparse_categorical_accuracy: 0.7280 - val_loss: 5.6348 - val_sparse_categorical_accuracy: 0.3079 - lr: 5.3144e-04
Epoch 16/25
251/251 [==============================] - 1765s 7s/step - loss: 0.5840 - sparse_categorical_accuracy: 0.7377 - val_loss: 5.7686 - val_sparse_categorical_accuracy: 0.3106 - lr: 4.7830e-04
Epoch 17/25
251/251 [==============================] - 1449s 6s/step - loss: 0.5439 - sparse_categorical_accuracy: 0.7536 - val_loss: 5.7937 - val_sparse_categorical_accuracy: 0.3279 - lr: 4.3047e-04
Epoch 18/25
251/251 [==============================] - 2011s 8s/step - loss: 0.5233 - sparse_categorical_accuracy: 0.7578 - val_loss: 5.7466 - val_sparse_categorical_accuracy: 0.3233 - lr: 4.3047e-04
Epoch 19/25
251/251 [==============================] - 1482s 6s/step - loss: 0.4988 - sparse_categorical_accuracy: 0.7664 - val_loss: 5.8066 - val_sparse_categorical_accuracy: 0.3355 - lr: 3.8742e-04
Epoch 20/25
251/251 [==============================] - 1857s 7s/step - loss: 0.4929 - sparse_categorical_accuracy: 0.7732 - val_loss: 5.9608 - val_sparse_categorical_accuracy: 0.3250 - lr: 3.8742e-04
Epoch 21/25
251/251 [==============================] - 1611s 6s/step - loss: 0.4801 - sparse_categorical_accuracy: 0.7762 - val_loss: 6.0037 - val_sparse_categorical_accuracy: 0.3253 - lr: 3.4868e-04
Epoch 22/25
251/251 [==============================] - 1286s 5s/step - loss: 0.4662 - sparse_categorical_accuracy: 0.7813 - val_loss: 6.1961 - val_sparse_categorical_accuracy: 0.3156 - lr: 3.1381e-04
Epoch 23/25
251/251 [==============================] - 1212s 5s/step - loss: 0.4552 - sparse_categorical_accuracy: 0.7851 - val_loss: 6.1200 - val_sparse_categorical_accuracy: 0.3286 - lr: 2.8243e-04
Epoch 24/25
251/251 [==============================] - 1451s 6s/step - loss: 0.4427 - sparse_categorical_accuracy: 0.7913 - val_loss: 6.2188 - val_sparse_categorical_accuracy: 0.3295 - lr: 2.5419e-04
Epoch 25/25
251/251 [==============================] - 1613s 6s/step - loss: 0.4351 - sparse_categorical_accuracy: 0.7916 - val_loss: 6.1502 - val_sparse_categorical_accuracy: 0.3357 - lr: 2.2877e-04


from tensorflow.keras.models import save_model
# Save the model
save_model(Video_Model, '/Models/Video/Video_Train_Model_1.keras')


Video_Model.evaluate(val_ds,
            batch_size=batch_size,
            steps=step_per_epoch_val)

171/171 [==============================] - 185s 1s/step - loss: 6.1439 - sparse_categorical_accuracy: 0.3393

[6.143903732299805, 0.3392726480960846]


fig1 = plt.gcf()
plt.plot(history.history['sparse_categorical_accuracy'])
plt.plot(history.history['val_sparse_categorical_accuracy'])
plt.axis(ymin=0, ymax=1)
plt.grid()
plt.title('Model Accuracy')
plt.ylabel('Accuracy')
plt.xlabel('Epochs')
plt.legend(['train', 'validation'])
plt.savefig('Plots/model_accuracy.png')
plt.show()


from sklearn.metrics import classification_report
y_val = []
y_pred = []
i = 1
for image, target in val_ds:
  if i > step_per_epoch_val:
    break
  y_val.extend(target.numpy())
  y_pred.extend(Video_Model(image, training=False).numpy().argmax(axis=1))
  i+=1

print(classification_report(y_val, y_pred))

WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:5 out of the last 5 calls to <function pfor.<locals>.f at 0x00000211AFDAB920> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:6 out of the last 6 calls to <function pfor.<locals>.f at 0x00000211B9D965C0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
              precision    recall  f1-score   support

           0       0.25      0.28      0.26      1052
           1       0.40      0.91      0.55      1098
           2       0.72      0.51      0.60      1101
           3       0.14      0.39      0.21      1098
           4       0.62      0.81      0.71      1101
           5       0.24      0.45      0.32      1097
           6       0.00      0.00      0.00      4397

    accuracy                           0.33     10944
   macro avg       0.34      0.48      0.38     10944
weighted avg       0.24      0.33      0.26     10944


#Test data

emotions_tras = {1:1, 2:4, 3:5, 4:0, 5:3, 6:2, 7:6}
emotions = {0:'angry', 1:'calm', 2:'disgust', 3:'fear', 4:'happy', 5:'sad', 6:'surprise'}

dataset_path = "data/ravdess/RAVDESS_frames_face_BW/"
models_path = "Models/Video/"

height_orig = 224
width_orig = 224
height_targ = 112
width_targ = 112

num_classes = len(emotions)

test_actors = ['11','12']


filenames_test = [] # test

for dirpath, dirnames, fn in os.walk(dataset_path):
    dirnames.sort()
    # print(dirpath)
    if fn != []:
        class_temp = int(fn[0].split('-')[2]) - 1
        if class_temp != 0:                                                     # exclude 'neutral' label
            if any(act in dirpath for act in test_actors):                      # select only train actors
                path = [os.path.join(dirpath, elem) for elem in fn]
                label = [emotions_tras[class_temp]] * len(fn)                   # emotion trasposition
                filenames_test.append(list(zip(path, label)))
num_videos = len(filenames_test)
num_videos

224


def sampling(list, num_frames_desired):
    tot = []
    for elem in list:
        sampled_list = random.sample(elem, num_frames_desired)
        # tot.append(sampled_list)
        tot += sampled_list
    return(tot)

def parse_image(filename):
    
    image = tf.io.read_file(filename)
    image = tf.image.decode_jpeg(image, channels=1)
    image = tf.image.convert_image_dtype(image, dtype=tf.float16)
    image = tf.image.resize_with_crop_or_pad(image, height_orig, width_orig)
    image = tf.image.resize(image, [height_targ, width_targ])
    print('shape frames:', image.shape)
    return image

def configure_for_performance(ds, batch_size):
    # ds = ds.shuffle(buffer_size=1000) # serve?
    ds = ds.batch(batch_size)
    ds = ds.repeat()
    ds = ds.prefetch(buffer_size=tf.data.experimental.AUTOTUNE)
    return ds

def load_dataset(filenames, frames_per_vid):
    print("frames per video:", frames_per_vid) 
    batch_size = frames_per_vid

    filenames_sampled = sampling(filenames, frames_per_vid)
    # random.shuffle(filenames_sampled)
    # print(len(filenames_sampled))

    zipped = [list(t) for t in zip(*filenames_sampled)]

    names = zipped[0]
    labels = zipped[1]

    names = tf.data.Dataset.from_tensor_slices(names)
    images = names.map(parse_image, num_parallel_calls=tf.data.experimental.AUTOTUNE)

    labels = [elem for elem in labels]
    labels = tf.data.Dataset.from_tensor_slices(labels)

    ds = tf.data.Dataset.zip((images, labels))
    ds = configure_for_performance(ds, batch_size)

    frame_number = len(filenames_sampled)
    step_per_epoch = frame_number // batch_size
    print('frames number:', frame_number, '\nbatch size:', batch_size, '\nbatch number:', step_per_epoch)
    return ds, step_per_epoch


import tensorflow as tf 
frames_per_vid = min([len(elem) for elem in filenames_test])     # number of frames per clip in order to have balanced classes
test_ds, step_per_epoch_test = load_dataset(filenames_test, frames_per_vid)

frames per video: 23
shape frames: (112, 112, 1)
frames number: 5152 
batch size: 23 
batch number: 224


#models_list = os.listdir(models_path)

#acc = [float(model.split('[')[1].split(']')[0]) for model in models_list]
#idx = acc.index(max(acc))                                                       # index of best model

#reconstructed_model = keras.models.load_model(models_path + models_list[idx])
#reconstructed_model.summary()

models_list = os.listdir(models_path)
Video_Model = None

for model in models_list:
    if 'Video_Train_Model.keras' in model:
        Video_Model = keras.models.load_model(os.path.join(models_path, model))
        break

WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.


loss_single_frame, acc_single_frame = Video_Model.evaluate(test_ds, steps=step_per_epoch_test)
print('accurate single frame:', round(acc_single_frame, 4))

WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
224/224 [==============================] - 134s 540ms/step - loss: 6.3947 - sparse_categorical_accuracy: 0.1489
accurate single frame: 0.1489


predic = Video_Model.predict(test_ds, steps=step_per_epoch_test).argmax(axis=1)
ground = [elem[0][1]  for elem in filenames_test]
ground = np.repeat(ground, frames_per_vid)

WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting RngReadAndSkip cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting Bitcast cause there is no registered converter for this op.
WARNING:tensorflow:Using a while_loop for converting StatelessRandomUniformIntV2 cause there is no registered converter for this op.
224/224 [==============================] - 178s 760ms/step


conf_matrix = confusion_matrix(ground, predic)
disp = ConfusionMatrixDisplay(conf_matrix, display_labels=list(emotions.values()))
disp.plot()
plt.savefig('Plots/VideoCM_Frame_2.png')

	feature
0	[-65.801285, -65.801285, -65.801285, -65.80128...
1	[-63.190998, -62.800423, -63.831062, -60.55308...
2	[-65.81898, -65.81898, -65.81898, -65.81898, -...
3	[-66.058586, -66.058586, -66.058586, -66.05858...
4	[-70.26808, -70.26808, -70.26808, -70.26808, -...
...	...
1435	[-58.98879, -58.98879, -60.6654, -60.689507, -...
1436	[-54.67694, -54.67694, -54.67694, -54.67694, -...
1437	[-56.940857, -56.940857, -56.940857, -56.94085...
1438	[-55.25554, -55.25554, -55.187035, -55.345676,...
1439	[-50.365986, -45.98716, -46.047646, -46.526577...

	0	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41	42	43	44	45	46	47	48	...	210	211	212	213	214	215	216	217	218	219	220	221	222	223	224	225	226	227	228	229	230	231	232	233	234	235	236	237	238	239	240	241	242	243	244	245	246	247	248	249	250	251	252	253	254	255	256	257	258
0	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.793510	-65.801285	-65.801285	-65.801285	-63.896564	-60.063782	-61.391922	-59.507046	-61.304810	-60.479939	-59.622551	-59.296391	-56.785477	-57.451096	-54.779583	-54.334900	-56.673782	-56.023075	-55.160576	-55.877964	-56.127968	-56.436214	-55.661072	-53.222897	-52.018192	-51.895218	-48.250225	-36.864475	-34.618660	-35.314407	-35.955822	-29.687035	-25.789408	...	-64.117332	-64.320320	-64.971794	-63.156208	-64.001640	-61.038174	-60.368271	-62.275917	-63.643959	-65.118256	-65.401047	-65.801285	-65.270164	-64.421265	-62.705952	-64.308662	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	-63.190998	-62.800423	-63.831062	-60.553082	-60.822178	-62.073860	-64.889618	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-63.680080	-59.562954	-59.068790	-62.143497	-62.432076	-64.842278	-65.390274	-65.390274	-63.870296	-61.360981	-59.707512	-59.798561	-62.271584	-60.550339	-58.221619	-58.359146	-60.648861	-53.255093	-51.225037	-49.681599	-51.877926	-56.026554	-57.659573	-58.432449	-58.607876	-60.930218	-64.419266	-58.209755	-54.746498	-51.886295	-53.290749	-50.125504	-42.840473	-37.736050	-38.115742	-40.847237	-30.733070	...	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-64.168259	-63.399818	-65.390274	-65.390274	-65.390274	-64.832695	-62.787388	-65.027649	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	-65.818977	-65.818977	-65.818977	-65.818977	-65.805702	-65.818977	-65.818977	-65.629707	-64.802902	-65.818977	-65.818977	-65.818977	-65.818977	-65.108612	-65.818977	-65.818977	-65.818977	-65.261703	-65.124115	-65.818977	-64.191322	-61.744709	-61.067924	-61.840290	-65.328857	-65.211388	-65.663368	-65.818977	-65.818977	-65.816231	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.470665	-62.254642	-59.888737	-62.293190	-60.520756	-58.513584	-56.783512	-57.257339	-39.990986	-29.273020	-25.584959	-26.420725	-28.787605	-28.043293	...	-65.438370	-65.685028	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.238899	-65.086914	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-62.719692	-57.605736	-57.755295	-60.558628	-63.023262	-58.268467	-55.911533	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-65.682327	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-65.751053	-63.380512	-62.700336	-65.097923	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.002312	-61.924603	-59.584858	-56.339668	-54.956097	-55.590946	-53.103828	-51.684631	-49.982082	-37.094479	-27.623604	-25.079786	-25.816084	-26.317448	-25.788176	...	-60.975826	-62.663471	-64.573761	-63.783028	-61.708469	-58.941975	-58.382980	-61.468777	-62.558372	-60.836525	-60.907429	-61.827862	-65.506088	-64.025871	-60.703430	-58.082668	-59.943020	-63.324142	-64.604683	-66.043343	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.001106	-69.981232	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-66.096901	-63.397842	-68.260361	-70.268082	-69.665634	-68.817375	-66.115921	-63.903263	-68.621948	-70.268082	-69.642403	-68.420662	-70.044525	-67.233078	-66.350937	-68.503838	-66.578003	-62.981571	-62.694130	-65.907158	-67.480087	-65.508163	-60.184647	-46.297337	-42.012802	-41.157578	-40.372128	-42.764309	-41.616459	...	-57.406185	-60.078960	-63.427284	-62.639057	-60.933914	-59.894951	-61.369308	-63.865471	-61.460300	-61.326599	-60.893917	-63.768471	-62.977970	-61.405357	-63.950607	-65.939011	-69.175896	-61.678879	-61.515041	-66.918083	-69.972267	-70.268082	-70.268082	-69.275436	-69.495865	-70.268082	-70.102486	-70.268082	-69.903290	-70.268082	-69.916840	-69.472076	-68.002762	-67.984016	-70.268082	-70.268082	-68.206108	-64.099670	-67.300819	-70.268082	-70.268082	-69.958099	-68.378006	-69.862946	-70.268082	-70.122566	-68.555412	-70.206917	-70.268082
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
1435	-58.988789	-58.988789	-60.665401	-60.689507	-59.735493	-60.501419	-60.420444	-59.816189	-60.189209	-60.110859	-59.154488	-57.721519	-56.590061	-57.288349	-57.302650	-55.990097	-55.567440	-54.851746	-56.024906	-56.103859	-55.559292	-56.596199	-57.096931	-55.537277	-54.101162	-53.898216	-52.912415	-54.104111	-56.697735	-58.134007	-54.705391	-54.826241	-57.746319	-56.403896	-55.680157	-55.974564	-55.521317	-52.244263	-51.687843	-53.001202	-53.540676	-43.176186	-32.135090	-28.597908	-31.379404	-36.231266	-39.347889	-39.833340	-40.361549	...	-58.988789	-58.988789	-58.988789	-58.988789	-58.988789	-58.988789	-58.988789	-58.553299	-58.589382	-58.988789	-58.988789	-58.988789	-58.988789	-58.991768	-59.049454	-59.002384	-58.988789	-58.988789	-58.988789	-58.988789	-59.026669	-58.409691	-57.867996	-58.543442	-58.831848	-58.988789	-58.624203	-58.784752	-58.466347	-58.067852	-57.975491	-58.225986	-58.784195	-58.988789	-58.991489	-58.988789	-58.988789	-58.988789	-58.988789	-58.973335	-58.984478	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1436	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-55.051155	-55.150455	-55.175987	-55.288593	-55.324543	-54.498959	-54.897762	-54.815369	-54.552895	-54.141502	-52.419243	-51.722569	-51.124432	-51.605797	-51.617867	-52.275528	-51.403042	-51.162388	-51.686378	-53.471603	-53.932209	-54.841225	-54.052212	-53.778851	-55.012592	-54.718826	-54.817154	-54.272602	-53.638226	-53.098671	-53.523720	-52.998615	-49.566475	-41.714218	-36.343403	-29.045139	-26.557577	-30.670277	-33.060772	...	-40.551571	-43.560444	-45.444828	-46.496380	-46.356258	-46.500412	-49.840229	-51.043697	-52.049812	-53.820534	-53.986408	-53.607750	-53.629784	-53.869488	-54.413540	-53.176414	-53.518715	-53.326393	-50.767723	-50.135475	-52.058346	-52.382339	-53.118774	-54.632889	-51.951096	-50.840702	-51.475155	-51.295712	-54.457596	-54.676941	-53.935154	-54.112907	-54.327877	-52.408089	-53.116646	-52.653633	-52.474068	-54.555252	-54.569538	-54.624374	-54.676941	-54.676941	-54.156242	-54.676941	-54.676941	-54.115585	-54.271061	-54.676941	-54.635967
1437	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.943394	-57.077065	-56.940857	-56.940857	-57.228676	-57.992283	-58.193035	-57.638187	-57.501152	-57.039829	-57.234749	-56.920334	-56.306271	-54.871212	-55.174385	-55.271259	-54.815536	-54.798935	-54.634441	-52.937809	-51.325291	-50.970772	-51.503181	-52.548569	-52.774372	-52.214104	-50.538857	-51.065517	-51.417641	-53.561043	-55.121597	-56.951416	-56.724857	-56.271564	-55.908634	-56.165546	-55.481205	-53.749077	-52.313210	-42.966534	-33.737949	-31.205759	-29.129948	-30.456799	...	-43.651882	-45.493961	-47.760014	-50.536911	-51.275753	-50.317463	-52.200356	-55.823692	-54.853275	-55.903976	-56.920219	-56.937099	-56.395287	-55.748085	-56.895729	-56.940857	-56.585873	-56.771103	-56.786621	-56.753887	-56.746536	-56.467514	-56.856583	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-55.740883	-56.528973	-56.940857	-56.656883	-56.439121	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.923218	-56.938354	-56.927544	-56.865582
1438	-55.255539	-55.255539	-55.187035	-55.345676	-55.053749	-53.088642	-52.200443	-52.218590	-52.634140	-51.630905	-50.359253	-47.595867	-46.143780	-44.994976	-42.630192	-41.726768	-41.872002	-42.830246	-45.016251	-44.617947	-43.432106	-42.283028	-42.263462	-43.529720	-43.207058	-42.890835	-42.524422	-43.473789	-44.321987	-42.664619	-39.501850	-37.710938	-36.361214	-39.585361	-46.847408	-50.365597	-50.196812	-48.429546	-48.100315	-48.305992	-45.755817	-44.062813	-34.091621	-22.939545	-20.504036	-25.063047	-26.419098	-24.920622	-26.035168	...	-45.205952	-44.439209	-48.721008	-50.850864	-50.323776	-49.870892	-50.223267	-49.739017	-49.725979	-49.844231	-50.244358	-50.649742	-48.757816	-50.481163	-54.423580	-54.861240	-52.644123	-51.540688	-49.387981	-49.478447	-52.562519	-52.851707	-50.981163	-48.133404	-47.398212	-48.997719	-50.650425	-51.787148	-51.394981	-51.686455	-52.105740	-52.424091	-53.368488	-52.210125	-51.913631	-50.641846	-49.455284	-53.426060	-50.978004	-49.757118	-50.436665	-49.073967	-49.137661	-51.701591	-54.798367	-55.255539	-54.610416	-52.203423	-51.721382
1439	-50.365986	-45.987160	-46.047646	-46.526577	-47.946865	-44.790745	-43.490242	-46.490822	-50.799492	-50.240543	-47.790249	-47.369236	-48.863560	-50.438198	-51.263138	-52.644363	-53.226547	-51.425564	-52.684196	-53.611977	-53.909416	-53.816837	-53.875992	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-52.939548	-52.728882	-53.829533	-53.829533	-53.829533	-51.726833	-49.339798	-49.095280	-48.883972	-28.433657	-20.703930	-21.573475	-29.674246	-30.382486	-28.884716	-28.789835	...	-44.687706	-43.194721	-46.666878	-50.128296	-50.978836	-50.551865	-48.534988	-46.760422	-49.572361	-50.247334	-49.567451	-47.816750	-42.751736	-42.438023	-44.786026	-46.385586	-48.052090	-47.214130	-45.763729	-47.231205	-47.037537	-47.865318	-48.746738	-48.707699	-45.296650	-44.810616	-48.810623	-48.836994	-48.502304	-51.024986	-50.810616	-48.923012	-47.135925	-51.312378	-50.082829	-47.591331	-50.109539	-51.853195	-53.373550	-53.574299	-52.219078	-50.779922	-47.775131	-47.852261	-48.792458	-50.168240	-52.202248	-53.823570	-53.829533

	0	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41	42	43	44	45	46	47	48	...	211	212	213	214	215	216	217	218	219	220	221	222	223	224	225	226	227	228	229	230	231	232	233	234	235	236	237	238	239	240	241	242	243	244	245	246	247	248	249	250	251	252	253	254	255	256	257	258	label
0	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.793510	-65.801285	-65.801285	-65.801285	-63.896564	-60.063782	-61.391922	-59.507046	-61.304810	-60.479939	-59.622551	-59.296391	-56.785477	-57.451096	-54.779583	-54.334900	-56.673782	-56.023075	-55.160576	-55.877964	-56.127968	-56.436214	-55.661072	-53.222897	-52.018192	-51.895218	-48.250225	-36.864475	-34.618660	-35.314407	-35.955822	-29.687035	-25.789408	...	-64.320320	-64.971794	-63.156208	-64.001640	-61.038174	-60.368271	-62.275917	-63.643959	-65.118256	-65.401047	-65.801285	-65.270164	-64.421265	-62.705952	-64.308662	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	male_neutral
1	-63.190998	-62.800423	-63.831062	-60.553082	-60.822178	-62.073860	-64.889618	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-63.680080	-59.562954	-59.068790	-62.143497	-62.432076	-64.842278	-65.390274	-65.390274	-63.870296	-61.360981	-59.707512	-59.798561	-62.271584	-60.550339	-58.221619	-58.359146	-60.648861	-53.255093	-51.225037	-49.681599	-51.877926	-56.026554	-57.659573	-58.432449	-58.607876	-60.930218	-64.419266	-58.209755	-54.746498	-51.886295	-53.290749	-50.125504	-42.840473	-37.736050	-38.115742	-40.847237	-30.733070	...	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-64.168259	-63.399818	-65.390274	-65.390274	-65.390274	-64.832695	-62.787388	-65.027649	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	male_neutral
2	-65.818977	-65.818977	-65.818977	-65.818977	-65.805702	-65.818977	-65.818977	-65.629707	-64.802902	-65.818977	-65.818977	-65.818977	-65.818977	-65.108612	-65.818977	-65.818977	-65.818977	-65.261703	-65.124115	-65.818977	-64.191322	-61.744709	-61.067924	-61.840290	-65.328857	-65.211388	-65.663368	-65.818977	-65.818977	-65.816231	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.470665	-62.254642	-59.888737	-62.293190	-60.520756	-58.513584	-56.783512	-57.257339	-39.990986	-29.273020	-25.584959	-26.420725	-28.787605	-28.043293	...	-65.685028	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.238899	-65.086914	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-62.719692	-57.605736	-57.755295	-60.558628	-63.023262	-58.268467	-55.911533	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	male_neutral
3	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-65.682327	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-65.751053	-63.380512	-62.700336	-65.097923	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.002312	-61.924603	-59.584858	-56.339668	-54.956097	-55.590946	-53.103828	-51.684631	-49.982082	-37.094479	-27.623604	-25.079786	-25.816084	-26.317448	-25.788176	...	-62.663471	-64.573761	-63.783028	-61.708469	-58.941975	-58.382980	-61.468777	-62.558372	-60.836525	-60.907429	-61.827862	-65.506088	-64.025871	-60.703430	-58.082668	-59.943020	-63.324142	-64.604683	-66.043343	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	male_neutral
4	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.001106	-69.981232	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-66.096901	-63.397842	-68.260361	-70.268082	-69.665634	-68.817375	-66.115921	-63.903263	-68.621948	-70.268082	-69.642403	-68.420662	-70.044525	-67.233078	-66.350937	-68.503838	-66.578003	-62.981571	-62.694130	-65.907158	-67.480087	-65.508163	-60.184647	-46.297337	-42.012802	-41.157578	-40.372128	-42.764309	-41.616459	...	-60.078960	-63.427284	-62.639057	-60.933914	-59.894951	-61.369308	-63.865471	-61.460300	-61.326599	-60.893917	-63.768471	-62.977970	-61.405357	-63.950607	-65.939011	-69.175896	-61.678879	-61.515041	-66.918083	-69.972267	-70.268082	-70.268082	-69.275436	-69.495865	-70.268082	-70.102486	-70.268082	-69.903290	-70.268082	-69.916840	-69.472076	-68.002762	-67.984016	-70.268082	-70.268082	-68.206108	-64.099670	-67.300819	-70.268082	-70.268082	-69.958099	-68.378006	-69.862946	-70.268082	-70.122566	-68.555412	-70.206917	-70.268082	male_calm
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
1435	-58.988789	-58.988789	-60.665401	-60.689507	-59.735493	-60.501419	-60.420444	-59.816189	-60.189209	-60.110859	-59.154488	-57.721519	-56.590061	-57.288349	-57.302650	-55.990097	-55.567440	-54.851746	-56.024906	-56.103859	-55.559292	-56.596199	-57.096931	-55.537277	-54.101162	-53.898216	-52.912415	-54.104111	-56.697735	-58.134007	-54.705391	-54.826241	-57.746319	-56.403896	-55.680157	-55.974564	-55.521317	-52.244263	-51.687843	-53.001202	-53.540676	-43.176186	-32.135090	-28.597908	-31.379404	-36.231266	-39.347889	-39.833340	-40.361549	...	-58.988789	-58.988789	-58.988789	-58.988789	-58.988789	-58.988789	-58.553299	-58.589382	-58.988789	-58.988789	-58.988789	-58.988789	-58.991768	-59.049454	-59.002384	-58.988789	-58.988789	-58.988789	-58.988789	-59.026669	-58.409691	-57.867996	-58.543442	-58.831848	-58.988789	-58.624203	-58.784752	-58.466347	-58.067852	-57.975491	-58.225986	-58.784195	-58.988789	-58.991489	-58.988789	-58.988789	-58.988789	-58.988789	-58.973335	-58.984478	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	female_surprised
1436	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-55.051155	-55.150455	-55.175987	-55.288593	-55.324543	-54.498959	-54.897762	-54.815369	-54.552895	-54.141502	-52.419243	-51.722569	-51.124432	-51.605797	-51.617867	-52.275528	-51.403042	-51.162388	-51.686378	-53.471603	-53.932209	-54.841225	-54.052212	-53.778851	-55.012592	-54.718826	-54.817154	-54.272602	-53.638226	-53.098671	-53.523720	-52.998615	-49.566475	-41.714218	-36.343403	-29.045139	-26.557577	-30.670277	-33.060772	...	-43.560444	-45.444828	-46.496380	-46.356258	-46.500412	-49.840229	-51.043697	-52.049812	-53.820534	-53.986408	-53.607750	-53.629784	-53.869488	-54.413540	-53.176414	-53.518715	-53.326393	-50.767723	-50.135475	-52.058346	-52.382339	-53.118774	-54.632889	-51.951096	-50.840702	-51.475155	-51.295712	-54.457596	-54.676941	-53.935154	-54.112907	-54.327877	-52.408089	-53.116646	-52.653633	-52.474068	-54.555252	-54.569538	-54.624374	-54.676941	-54.676941	-54.156242	-54.676941	-54.676941	-54.115585	-54.271061	-54.676941	-54.635967	female_surprised
1437	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.943394	-57.077065	-56.940857	-56.940857	-57.228676	-57.992283	-58.193035	-57.638187	-57.501152	-57.039829	-57.234749	-56.920334	-56.306271	-54.871212	-55.174385	-55.271259	-54.815536	-54.798935	-54.634441	-52.937809	-51.325291	-50.970772	-51.503181	-52.548569	-52.774372	-52.214104	-50.538857	-51.065517	-51.417641	-53.561043	-55.121597	-56.951416	-56.724857	-56.271564	-55.908634	-56.165546	-55.481205	-53.749077	-52.313210	-42.966534	-33.737949	-31.205759	-29.129948	-30.456799	...	-45.493961	-47.760014	-50.536911	-51.275753	-50.317463	-52.200356	-55.823692	-54.853275	-55.903976	-56.920219	-56.937099	-56.395287	-55.748085	-56.895729	-56.940857	-56.585873	-56.771103	-56.786621	-56.753887	-56.746536	-56.467514	-56.856583	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-55.740883	-56.528973	-56.940857	-56.656883	-56.439121	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.923218	-56.938354	-56.927544	-56.865582	female_surprised
1438	-55.255539	-55.255539	-55.187035	-55.345676	-55.053749	-53.088642	-52.200443	-52.218590	-52.634140	-51.630905	-50.359253	-47.595867	-46.143780	-44.994976	-42.630192	-41.726768	-41.872002	-42.830246	-45.016251	-44.617947	-43.432106	-42.283028	-42.263462	-43.529720	-43.207058	-42.890835	-42.524422	-43.473789	-44.321987	-42.664619	-39.501850	-37.710938	-36.361214	-39.585361	-46.847408	-50.365597	-50.196812	-48.429546	-48.100315	-48.305992	-45.755817	-44.062813	-34.091621	-22.939545	-20.504036	-25.063047	-26.419098	-24.920622	-26.035168	...	-44.439209	-48.721008	-50.850864	-50.323776	-49.870892	-50.223267	-49.739017	-49.725979	-49.844231	-50.244358	-50.649742	-48.757816	-50.481163	-54.423580	-54.861240	-52.644123	-51.540688	-49.387981	-49.478447	-52.562519	-52.851707	-50.981163	-48.133404	-47.398212	-48.997719	-50.650425	-51.787148	-51.394981	-51.686455	-52.105740	-52.424091	-53.368488	-52.210125	-51.913631	-50.641846	-49.455284	-53.426060	-50.978004	-49.757118	-50.436665	-49.073967	-49.137661	-51.701591	-54.798367	-55.255539	-54.610416	-52.203423	-51.721382	female_surprised
1439	-50.365986	-45.987160	-46.047646	-46.526577	-47.946865	-44.790745	-43.490242	-46.490822	-50.799492	-50.240543	-47.790249	-47.369236	-48.863560	-50.438198	-51.263138	-52.644363	-53.226547	-51.425564	-52.684196	-53.611977	-53.909416	-53.816837	-53.875992	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-52.939548	-52.728882	-53.829533	-53.829533	-53.829533	-51.726833	-49.339798	-49.095280	-48.883972	-28.433657	-20.703930	-21.573475	-29.674246	-30.382486	-28.884716	-28.789835	...	-43.194721	-46.666878	-50.128296	-50.978836	-50.551865	-48.534988	-46.760422	-49.572361	-50.247334	-49.567451	-47.816750	-42.751736	-42.438023	-44.786026	-46.385586	-48.052090	-47.214130	-45.763729	-47.231205	-47.037537	-47.865318	-48.746738	-48.707699	-45.296650	-44.810616	-48.810623	-48.836994	-48.502304	-51.024986	-50.810616	-48.923012	-47.135925	-51.312378	-50.082829	-47.591331	-50.109539	-51.853195	-53.373550	-53.574299	-52.219078	-50.779922	-47.775131	-47.852261	-48.792458	-50.168240	-52.202248	-53.823570	-53.829533	female_surprised

	0	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41	42	43	44	45	46	47	48	...	211	212	213	214	215	216	217	218	219	220	221	222	223	224	225	226	227	228	229	230	231	232	233	234	235	236	237	238	239	240	241	242	243	244	245	246	247	248	249	250	251	252	253	254	255	256	257	258	label
0	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.793510	-65.801285	-65.801285	-65.801285	-63.896564	-60.063782	-61.391922	-59.507046	-61.304810	-60.479939	-59.622551	-59.296391	-56.785477	-57.451096	-54.779583	-54.334900	-56.673782	-56.023075	-55.160576	-55.877964	-56.127968	-56.436214	-55.661072	-53.222897	-52.018192	-51.895218	-48.250225	-36.864475	-34.618660	-35.314407	-35.955822	-29.687035	-25.789408	...	-64.320320	-64.971794	-63.156208	-64.001640	-61.038174	-60.368271	-62.275917	-63.643959	-65.118256	-65.401047	-65.801285	-65.270164	-64.421265	-62.705952	-64.308662	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	-65.801285	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	male_neutral
1	-63.190998	-62.800423	-63.831062	-60.553082	-60.822178	-62.073860	-64.889618	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-63.680080	-59.562954	-59.068790	-62.143497	-62.432076	-64.842278	-65.390274	-65.390274	-63.870296	-61.360981	-59.707512	-59.798561	-62.271584	-60.550339	-58.221619	-58.359146	-60.648861	-53.255093	-51.225037	-49.681599	-51.877926	-56.026554	-57.659573	-58.432449	-58.607876	-60.930218	-64.419266	-58.209755	-54.746498	-51.886295	-53.290749	-50.125504	-42.840473	-37.736050	-38.115742	-40.847237	-30.733070	...	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-64.168259	-63.399818	-65.390274	-65.390274	-65.390274	-64.832695	-62.787388	-65.027649	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	-65.390274	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	male_neutral
2	-65.818977	-65.818977	-65.818977	-65.818977	-65.805702	-65.818977	-65.818977	-65.629707	-64.802902	-65.818977	-65.818977	-65.818977	-65.818977	-65.108612	-65.818977	-65.818977	-65.818977	-65.261703	-65.124115	-65.818977	-64.191322	-61.744709	-61.067924	-61.840290	-65.328857	-65.211388	-65.663368	-65.818977	-65.818977	-65.816231	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.470665	-62.254642	-59.888737	-62.293190	-60.520756	-58.513584	-56.783512	-57.257339	-39.990986	-29.273020	-25.584959	-26.420725	-28.787605	-28.043293	...	-65.685028	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.238899	-65.086914	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-65.818977	-62.719692	-57.605736	-57.755295	-60.558628	-63.023262	-58.268467	-55.911533	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	male_neutral
3	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-65.682327	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-65.751053	-63.380512	-62.700336	-65.097923	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.058586	-66.002312	-61.924603	-59.584858	-56.339668	-54.956097	-55.590946	-53.103828	-51.684631	-49.982082	-37.094479	-27.623604	-25.079786	-25.816084	-26.317448	-25.788176	...	-62.663471	-64.573761	-63.783028	-61.708469	-58.941975	-58.382980	-61.468777	-62.558372	-60.836525	-60.907429	-61.827862	-65.506088	-64.025871	-60.703430	-58.082668	-59.943020	-63.324142	-64.604683	-66.043343	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	male_neutral
4	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.001106	-69.981232	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-70.268082	-66.096901	-63.397842	-68.260361	-70.268082	-69.665634	-68.817375	-66.115921	-63.903263	-68.621948	-70.268082	-69.642403	-68.420662	-70.044525	-67.233078	-66.350937	-68.503838	-66.578003	-62.981571	-62.694130	-65.907158	-67.480087	-65.508163	-60.184647	-46.297337	-42.012802	-41.157578	-40.372128	-42.764309	-41.616459	...	-60.078960	-63.427284	-62.639057	-60.933914	-59.894951	-61.369308	-63.865471	-61.460300	-61.326599	-60.893917	-63.768471	-62.977970	-61.405357	-63.950607	-65.939011	-69.175896	-61.678879	-61.515041	-66.918083	-69.972267	-70.268082	-70.268082	-69.275436	-69.495865	-70.268082	-70.102486	-70.268082	-69.903290	-70.268082	-69.916840	-69.472076	-68.002762	-67.984016	-70.268082	-70.268082	-68.206108	-64.099670	-67.300819	-70.268082	-70.268082	-69.958099	-68.378006	-69.862946	-70.268082	-70.122566	-68.555412	-70.206917	-70.268082	male_calm
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
1435	-58.988789	-58.988789	-60.665401	-60.689507	-59.735493	-60.501419	-60.420444	-59.816189	-60.189209	-60.110859	-59.154488	-57.721519	-56.590061	-57.288349	-57.302650	-55.990097	-55.567440	-54.851746	-56.024906	-56.103859	-55.559292	-56.596199	-57.096931	-55.537277	-54.101162	-53.898216	-52.912415	-54.104111	-56.697735	-58.134007	-54.705391	-54.826241	-57.746319	-56.403896	-55.680157	-55.974564	-55.521317	-52.244263	-51.687843	-53.001202	-53.540676	-43.176186	-32.135090	-28.597908	-31.379404	-36.231266	-39.347889	-39.833340	-40.361549	...	-58.988789	-58.988789	-58.988789	-58.988789	-58.988789	-58.988789	-58.553299	-58.589382	-58.988789	-58.988789	-58.988789	-58.988789	-58.991768	-59.049454	-59.002384	-58.988789	-58.988789	-58.988789	-58.988789	-59.026669	-58.409691	-57.867996	-58.543442	-58.831848	-58.988789	-58.624203	-58.784752	-58.466347	-58.067852	-57.975491	-58.225986	-58.784195	-58.988789	-58.991489	-58.988789	-58.988789	-58.988789	-58.988789	-58.973335	-58.984478	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	female_surprised
1436	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-54.676941	-55.051155	-55.150455	-55.175987	-55.288593	-55.324543	-54.498959	-54.897762	-54.815369	-54.552895	-54.141502	-52.419243	-51.722569	-51.124432	-51.605797	-51.617867	-52.275528	-51.403042	-51.162388	-51.686378	-53.471603	-53.932209	-54.841225	-54.052212	-53.778851	-55.012592	-54.718826	-54.817154	-54.272602	-53.638226	-53.098671	-53.523720	-52.998615	-49.566475	-41.714218	-36.343403	-29.045139	-26.557577	-30.670277	-33.060772	...	-43.560444	-45.444828	-46.496380	-46.356258	-46.500412	-49.840229	-51.043697	-52.049812	-53.820534	-53.986408	-53.607750	-53.629784	-53.869488	-54.413540	-53.176414	-53.518715	-53.326393	-50.767723	-50.135475	-52.058346	-52.382339	-53.118774	-54.632889	-51.951096	-50.840702	-51.475155	-51.295712	-54.457596	-54.676941	-53.935154	-54.112907	-54.327877	-52.408089	-53.116646	-52.653633	-52.474068	-54.555252	-54.569538	-54.624374	-54.676941	-54.676941	-54.156242	-54.676941	-54.676941	-54.115585	-54.271061	-54.676941	-54.635967	female_surprised
1437	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.943394	-57.077065	-56.940857	-56.940857	-57.228676	-57.992283	-58.193035	-57.638187	-57.501152	-57.039829	-57.234749	-56.920334	-56.306271	-54.871212	-55.174385	-55.271259	-54.815536	-54.798935	-54.634441	-52.937809	-51.325291	-50.970772	-51.503181	-52.548569	-52.774372	-52.214104	-50.538857	-51.065517	-51.417641	-53.561043	-55.121597	-56.951416	-56.724857	-56.271564	-55.908634	-56.165546	-55.481205	-53.749077	-52.313210	-42.966534	-33.737949	-31.205759	-29.129948	-30.456799	...	-45.493961	-47.760014	-50.536911	-51.275753	-50.317463	-52.200356	-55.823692	-54.853275	-55.903976	-56.920219	-56.937099	-56.395287	-55.748085	-56.895729	-56.940857	-56.585873	-56.771103	-56.786621	-56.753887	-56.746536	-56.467514	-56.856583	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-55.740883	-56.528973	-56.940857	-56.656883	-56.439121	-56.940857	-56.940857	-56.940857	-56.940857	-56.940857	-56.923218	-56.938354	-56.927544	-56.865582	female_surprised
1438	-55.255539	-55.255539	-55.187035	-55.345676	-55.053749	-53.088642	-52.200443	-52.218590	-52.634140	-51.630905	-50.359253	-47.595867	-46.143780	-44.994976	-42.630192	-41.726768	-41.872002	-42.830246	-45.016251	-44.617947	-43.432106	-42.283028	-42.263462	-43.529720	-43.207058	-42.890835	-42.524422	-43.473789	-44.321987	-42.664619	-39.501850	-37.710938	-36.361214	-39.585361	-46.847408	-50.365597	-50.196812	-48.429546	-48.100315	-48.305992	-45.755817	-44.062813	-34.091621	-22.939545	-20.504036	-25.063047	-26.419098	-24.920622	-26.035168	...	-44.439209	-48.721008	-50.850864	-50.323776	-49.870892	-50.223267	-49.739017	-49.725979	-49.844231	-50.244358	-50.649742	-48.757816	-50.481163	-54.423580	-54.861240	-52.644123	-51.540688	-49.387981	-49.478447	-52.562519	-52.851707	-50.981163	-48.133404	-47.398212	-48.997719	-50.650425	-51.787148	-51.394981	-51.686455	-52.105740	-52.424091	-53.368488	-52.210125	-51.913631	-50.641846	-49.455284	-53.426060	-50.978004	-49.757118	-50.436665	-49.073967	-49.137661	-51.701591	-54.798367	-55.255539	-54.610416	-52.203423	-51.721382	female_surprised
1439	-50.365986	-45.987160	-46.047646	-46.526577	-47.946865	-44.790745	-43.490242	-46.490822	-50.799492	-50.240543	-47.790249	-47.369236	-48.863560	-50.438198	-51.263138	-52.644363	-53.226547	-51.425564	-52.684196	-53.611977	-53.909416	-53.816837	-53.875992	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-53.829533	-52.939548	-52.728882	-53.829533	-53.829533	-53.829533	-51.726833	-49.339798	-49.095280	-48.883972	-28.433657	-20.703930	-21.573475	-29.674246	-30.382486	-28.884716	-28.789835	...	-43.194721	-46.666878	-50.128296	-50.978836	-50.551865	-48.534988	-46.760422	-49.572361	-50.247334	-49.567451	-47.816750	-42.751736	-42.438023	-44.786026	-46.385586	-48.052090	-47.214130	-45.763729	-47.231205	-47.037537	-47.865318	-48.746738	-48.707699	-45.296650	-44.810616	-48.810623	-48.836994	-48.502304	-51.024986	-50.810616	-48.923012	-47.135925	-51.312378	-50.082829	-47.591331	-50.109539	-51.853195	-53.373550	-53.574299	-52.219078	-50.779922	-47.775131	-47.852261	-48.792458	-50.168240	-52.202248	-53.823570	-53.829533	female_surprised

	0	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41	42	43	44	45	46	47	48	...	211	212	213	214	215	216	217	218	219	220	221	222	223	224	225	226	227	228	229	230	231	232	233	234	235	236	237	238	239	240	241	242	243	244	245	246	247	248	249	250	251	252	253	254	255	256	257	258	label
0	-59.708664	-55.878963	-56.156496	-56.453646	-55.126430	-53.124946	-54.346309	-55.233194	-53.710225	-54.953476	-54.259678	-53.065500	-52.805303	-53.948292	-53.409123	-55.201005	-55.839281	-55.637762	-55.957209	-54.292353	-54.322185	-55.467152	-54.834740	-53.600522	-55.108445	-51.752944	-51.152530	-54.353845	-53.754215	-52.785480	-49.761467	-50.208531	-52.188444	-51.810552	-50.411971	-49.454800	-50.886729	-50.160429	-48.507037	-48.293887	-49.156446	-48.960930	-45.897485	-36.126317	-34.186590	-34.770931	-35.477263	-28.862656	-25.411404	...	-55.925652	-54.889892	-53.385774	-55.170352	-53.121573	-52.088023	-54.389571	-53.851834	-52.374357	-53.324454	-53.238604	-53.847544	-53.877876	-53.135059	-53.833076	-56.049925	-56.630420	-54.266881	-53.305344	-55.809415	-55.603358	-54.754625	-52.884881	-52.710965	-53.303085	-54.827846	-55.954356	-52.318900	-53.793090	-53.153121	-51.558519	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	male_neutral
1	-54.591006	-52.023129	-50.333815	-48.017883	-47.671905	-47.518132	-48.191820	-50.500614	-50.807398	-51.957983	-52.027701	-48.836265	-47.914661	-51.187431	-51.530562	-49.791744	-48.053371	-49.580163	-49.637683	-49.354015	-50.267935	-55.413342	-53.112162	-50.958763	-51.457151	-48.517359	-47.991386	-49.797786	-51.810222	-48.006541	-47.202317	-47.536190	-47.070291	-48.174860	-49.099630	-48.789183	-51.120889	-50.106539	-50.523929	-51.109956	-50.406728	-47.210395	-47.315699	-47.265184	-41.905371	-37.428271	-37.499427	-40.447600	-30.907151	...	-51.100847	-48.007044	-49.680472	-50.481927	-52.069462	-51.189501	-51.488529	-52.867375	-51.364857	-51.530259	-50.588305	-50.681459	-50.586890	-49.658484	-49.727978	-49.758739	-50.959342	-51.626188	-51.905527	-54.482351	-53.294397	-50.242875	-51.477295	-52.344304	-51.931201	-52.366088	-51.799092	-51.808730	-52.766932	-51.267729	-53.018321	-51.997707	-49.355859	-50.198164	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	male_neutral
2	-56.729147	-54.490531	-57.170702	-57.116777	-55.363113	-52.809159	-52.485154	-53.039577	-54.189015	-54.962078	-55.662663	-55.260937	-54.178409	-52.898970	-51.735043	-53.718346	-54.004199	-52.897055	-52.768081	-51.038667	-49.070455	-50.197208	-52.565175	-52.773702	-50.911949	-51.779358	-53.899321	-53.947986	-53.710295	-53.568304	-53.250465	-54.104895	-52.310418	-53.054008	-55.450424	-56.255685	-54.189167	-52.823338	-51.013420	-52.618292	-52.637218	-49.109403	-50.338014	-39.594179	-29.004445	-25.194579	-25.897248	-28.029826	-27.449006	...	-53.683437	-53.532724	-52.513435	-50.938311	-50.513681	-53.681168	-57.123739	-56.259949	-54.446994	-52.266126	-53.516981	-56.200687	-53.161717	-51.948724	-52.037987	-52.837160	-52.354853	-51.571498	-51.668996	-53.128992	-54.219473	-54.463500	-54.883389	-54.439485	-52.635003	-53.678619	-51.639832	-53.509636	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	male_neutral
3	-57.565305	-54.771213	-53.521332	-50.975535	-50.853969	-49.818090	-49.317978	-50.312940	-52.525835	-55.819765	-54.234216	-53.005266	-50.821467	-51.602135	-53.145387	-53.896605	-53.795206	-52.047014	-51.532045	-53.083330	-54.470997	-52.768706	-51.669871	-51.696352	-52.372680	-53.873683	-54.656707	-52.212682	-51.875330	-54.730596	-54.333783	-55.061822	-53.068171	-52.202557	-53.311328	-51.567179	-50.369154	-51.003123	-51.426016	-50.994515	-49.917654	-50.082831	-47.812667	-36.185763	-27.307971	-24.807436	-24.923866	-25.933371	-25.305584	...	-53.267199	-52.488679	-51.484273	-52.126120	-52.176077	-52.037652	-54.327049	-52.136630	-51.625899	-53.989204	-53.311536	-53.210780	-53.756811	-54.831656	-54.166836	-51.269753	-52.915942	-52.708596	-51.279402	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	male_neutral
4	-60.557509	-60.624127	-61.067056	-58.876262	-58.310717	-57.615532	-57.590431	-56.816620	-57.300955	-58.592032	-59.779665	-59.929046	-59.830598	-60.544317	-56.740833	-55.183901	-57.909343	-59.481956	-59.029119	-59.192407	-61.643527	-60.185661	-59.997985	-57.826526	-58.072410	-59.836029	-57.864914	-56.018950	-57.940493	-58.844672	-57.342020	-58.022075	-56.750251	-57.351857	-61.137414	-59.246999	-57.390255	-58.336436	-56.129728	-56.127252	-57.857411	-57.084487	-55.987789	-45.936194	-41.597256	-40.881759	-40.046575	-42.410359	-40.980246	...	-54.046496	-56.767315	-56.506388	-56.425096	-54.025932	-55.650765	-57.058047	-53.073069	-53.625550	-56.352677	-59.432860	-60.271793	-57.333199	-55.327943	-58.134476	-60.524281	-59.410035	-58.047621	-59.671928	-58.940681	-58.068174	-59.709187	-60.770495	-59.933420	-58.464437	-59.014744	-59.140710	-58.951945	-60.469040	-59.631301	-57.867155	-57.292383	-56.496460	-57.601852	-58.358559	-57.199147	-58.321506	-57.064725	-57.590933	-59.167010	-58.226861	-56.970517	-58.510910	-59.372229	-58.481624	-57.216856	-57.667972	-58.998659	male_calm
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
1435	-47.255177	-45.440368	-47.220588	-46.818488	-46.464375	-47.749129	-48.319128	-46.121284	-46.154919	-46.512840	-45.814045	-46.560093	-49.542042	-45.242949	-43.895594	-45.102273	-46.126421	-45.413891	-46.809505	-45.986872	-45.830928	-47.115906	-48.686755	-48.115994	-45.604649	-44.460100	-46.198567	-47.279202	-47.139955	-47.009331	-47.307806	-49.568306	-49.078190	-46.305590	-46.091701	-49.577436	-48.363302	-44.693046	-44.408173	-45.753999	-45.458931	-41.016545	-31.852042	-28.267659	-30.940786	-35.135410	-37.908085	-39.235425	-39.423419	...	-49.572653	-49.267487	-48.989969	-46.454638	-46.973630	-48.122293	-48.515994	-48.730109	-48.578431	-49.213378	-48.238654	-45.900873	-44.794337	-46.686386	-46.534498	-45.728567	-46.055603	-45.965298	-45.139147	-47.799424	-46.408791	-45.861592	-46.362772	-47.251881	-46.969794	-45.239511	-45.047894	-46.499474	-46.535890	-46.456098	-46.394702	-45.659325	-48.438563	-48.680973	-47.969686	-48.197883	-47.216732	-46.950840	-48.534762	-48.715397	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	female_surprised
1436	-47.211532	-44.995589	-42.918573	-44.466777	-46.180272	-45.803178	-45.602056	-43.304111	-44.480636	-45.276985	-44.897347	-44.098034	-45.634296	-46.163457	-44.515602	-43.818035	-45.309231	-46.403400	-45.555049	-43.365424	-45.016198	-44.916924	-43.320715	-44.104375	-44.617764	-43.775131	-44.404810	-44.292021	-45.246130	-46.343756	-44.447245	-44.814095	-46.269968	-47.472792	-46.452764	-45.340007	-45.008328	-43.189380	-43.589076	-41.494832	-41.806715	-43.994738	-42.470170	-38.600597	-35.390565	-29.144807	-26.678491	-30.509030	-32.542789	...	-41.751160	-42.340301	-42.218548	-42.675455	-43.745405	-43.824016	-45.727312	-43.661706	-42.391745	-43.258449	-43.655426	-42.905287	-43.931637	-46.285943	-46.422340	-47.152382	-45.989121	-45.162047	-43.874275	-42.760218	-43.987166	-47.309104	-47.675112	-47.988480	-45.999174	-44.648887	-44.534890	-44.716197	-45.212814	-45.901454	-45.781779	-44.469973	-45.396350	-47.263464	-49.036662	-47.111724	-44.384750	-44.702934	-46.639139	-47.841755	-44.274136	-45.908645	-45.685493	-44.077355	-44.447519	-43.583163	-43.002628	-45.746849	female_surprised
1437	-54.091584	-49.946180	-50.747087	-49.971092	-50.813475	-52.710239	-52.174871	-48.663309	-48.479880	-49.470637	-49.348465	-47.395792	-47.732872	-47.325237	-48.581321	-50.125327	-50.893027	-49.345941	-49.439811	-50.619224	-49.387839	-50.472127	-50.516581	-49.474892	-47.264200	-47.806162	-47.297576	-46.331240	-46.545801	-50.440638	-49.622786	-46.855771	-47.299417	-49.364905	-49.083662	-46.874599	-47.810819	-48.642747	-48.796541	-49.956401	-49.427460	-49.078661	-50.094382	-48.878856	-41.996015	-33.701289	-31.287275	-29.267072	-30.508367	...	-43.744676	-46.025220	-46.075264	-47.784570	-47.793073	-48.518146	-48.146715	-45.844342	-47.991087	-48.970040	-48.508465	-50.127827	-49.794783	-47.806479	-48.806727	-49.447625	-50.827911	-52.727300	-51.106402	-50.355605	-48.927420	-49.248548	-46.977923	-47.670162	-49.631690	-50.259498	-50.572894	-48.723855	-48.088267	-48.143421	-48.847179	-48.697308	-48.153702	-49.957873	-49.562027	-50.792374	-50.871669	-49.257273	-49.506428	-49.970282	-49.673047	-50.391975	-50.011018	-48.132880	-47.344559	-49.167768	-50.909775	-51.559792	female_surprised
1438	-55.255369	-55.255369	-55.174417	-55.306061	-54.976116	-52.883511	-52.332796	-52.434675	-52.364333	-51.669343	-50.340602	-47.528804	-46.136272	-44.940414	-42.531275	-41.782539	-41.929264	-42.803167	-44.957261	-44.527228	-43.325693	-42.203879	-42.127551	-43.553891	-43.015062	-42.821258	-42.417369	-43.415350	-44.295601	-42.774431	-39.503141	-37.758000	-36.341554	-39.524659	-46.831391	-50.401401	-50.220856	-48.200286	-48.046179	-48.281695	-45.539815	-44.011658	-34.084879	-22.932447	-20.498579	-25.056747	-26.402999	-24.910922	-26.035092	...	-44.376240	-48.617318	-51.061612	-50.558513	-49.985869	-50.353207	-49.752079	-49.724350	-49.835533	-50.265118	-50.709397	-48.721381	-50.372062	-54.095010	-54.919284	-52.548804	-51.509308	-49.246887	-49.356500	-52.477275	-53.088307	-51.139627	-48.305395	-47.431401	-48.902995	-50.720001	-51.878588	-51.392946	-51.760942	-52.305389	-52.508651	-53.209459	-52.154759	-51.964890	-50.558624	-49.442409	-53.517372	-51.044062	-49.835021	-50.380884	-49.046971	-49.142857	-51.561115	-54.927275	-55.255369	-54.693586	-52.215713	-51.724736	female_surprised
1439	-49.136647	-45.885663	-45.503946	-46.153883	-48.021386	-44.367050	-43.190893	-46.196918	-49.858288	-49.218693	-47.700630	-46.572656	-47.296699	-49.097403	-50.529237	-53.081508	-52.742909	-50.448420	-51.357948	-52.463688	-51.879781	-51.925362	-53.266574	-53.833860	-53.830896	-53.914937	-52.667193	-53.025131	-53.422951	-52.940133	-53.465707	-53.702706	-53.805501	-52.366883	-51.976861	-53.731213	-53.827617	-53.676419	-50.904864	-48.920684	-48.667811	-48.404181	-28.397862	-20.698171	-21.563498	-29.644502	-30.379634	-28.852131	-28.748741	...	-44.145826	-46.952146	-49.016741	-50.346274	-50.407102	-48.330993	-47.008480	-49.634463	-50.044454	-50.032784	-48.415964	-43.523179	-43.226150	-44.828907	-46.700858	-47.554395	-47.458715	-46.055818	-46.352146	-46.420781	-47.622442	-48.573761	-48.511629	-45.288453	-45.015222	-48.870978	-48.955176	-48.682252	-50.942163	-50.914998	-49.269866	-47.273240	-50.982521	-49.879301	-47.745309	-49.846633	-51.222964	-51.562843	-52.611276	-51.149471	-49.928158	-47.215053	-47.113157	-49.179070	-50.051517	-52.219495	-53.721496	-53.776143	female_surprised

	text	example_very_unclear	admiration	amusement	anger	annoyance	approval	caring	confusion	curiosity	desire	disappointment	disapproval	disgust	embarrassment	excitement	fear	gratitude	grief	joy	love	nervousness	optimism	pride	realization	relief	remorse	sadness	surprise	neutral
id
eew5j0j	That game hurt.	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0
eemcysk	>sexuality shouldn’t be a grouping category I...	True	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
ed2mah1	You do right, if you don't care then fuck 'em!	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1
eeibobj	Man I love reddit.	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0
eda6yn6	[NAME] was nowhere near them, he was by the Fa...	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1

	text	example_very_unclear	admiration	amusement	anger	annoyance	approval	caring	confusion	curiosity	desire	disappointment	disapproval	disgust	embarrassment	excitement	fear	gratitude	grief	joy	love	nervousness	optimism	pride	realization	relief	remorse	sadness	surprise	neutral
id
efdj121	[NAME] to [NAME]: "Don't try and tell me how t...	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1
edl7cr3	"Sponge Blurb Pubs Quaw Haha GURR ha AAa!" fin...	False	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
edkg7kn	This is a slippery slippery slope that ends wi...	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1
eesf28l	This is the most pleasant debate I’ve ever had...	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1
ed2mah1	You do right, if you don't care then fuck 'em!	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
edsy2uo	Youtube is my Wikipedia. Videos about any inte...	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1
edirq0m	Thanks, [NAME]	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0
ee6pagw	Everyone likes [NAME].	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0
ee8hse1	That looks amazing	False	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
edze9g4	Desktop link: ^^/r/HelperBot_ ^^Downvote ^^to ...	True	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0

	original_text	text	example_very_unclear	admiration	amusement	anger	annoyance	approval	caring	confusion	curiosity	desire	disappointment	disapproval	disgust	embarrassment	excitement	fear	gratitude	grief	joy	love	nervousness	optimism	pride	realization	relief	remorse	sadness	surprise	neutral	emotions	emotion_count
id
eew5j0j	That game hurt.	that game hurt	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	sadness	1
ed2mah1	You do right, if you don't care then fuck 'em!	you do right if you don t care then fuck em	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	neutral	1
eeibobj	Man I love reddit.	man i love reddit	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	love	1
eda6yn6	[NAME] was nowhere near them, he was by the Fa...	was nowhere near them he was by the falcon	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	neutral	1
eespn2i	Right? Considering it’s such an important docu...	right considering it’s such an important docu...	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	gratitude	1
eczuekb	He isn't as big, but he's still quite popular....	he isn t as big but he s still quite popular ...	False	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	disapproval	1
ed5tx8y	That's crazy; I went to a super [RELIGION] hig...	that s crazy i went to a super religion hig...	False	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	amusement	1
ef961hv	that's adorable asf	that s adorable asf	False	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	amusement	1
edl7cr3	"Sponge Blurb Pubs Quaw Haha GURR ha AAa!" fin...	sponge blurb pubs quaw haha gurr ha aaa fin...	False	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	amusement	1
ed9w1hm	I have, and now that you mention it, I think t...	i have and now that you mention it i think t...	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	neutral	1

	original_text	text	example_very_unclear	admiration	amusement	anger	annoyance	approval	caring	confusion	curiosity	desire	disappointment	disapproval	disgust	embarrassment	excitement	fear	gratitude	grief	joy	love	nervousness	optimism	pride	realization	relief	remorse	sadness	surprise	neutral	emotions	emotion_count
id
eew5j0j	That game hurt.	[that, game, hurt]	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	sadness	1
ed2mah1	You do right, if you don't care then fuck 'em!	[you, do, right, if, you, don, t, care, then, fuck, em]	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	neutral	1
eeibobj	Man I love reddit.	[man, i, love, reddit]	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	love	1
eda6yn6	[NAME] was nowhere near them, he was by the Falcon.	[was, nowhere, near, them, he, was, by, the, falcon]	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	neutral	1
eespn2i	Right? Considering it’s such an important document, I should know the damned thing backwards and forwards... thanks again for the help!	[right, considering, its, such, an, important, document, i, should, know, the, damned, thing, backwards, and, forwards, thanks, again, for, the, help]	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	gratitude	1

	original_text	text	example_very_unclear	admiration	amusement	anger	annoyance	approval	caring	confusion	curiosity	desire	disappointment	disapproval	disgust	embarrassment	excitement	fear	gratitude	grief	joy	love	nervousness	optimism	pride	realization	relief	remorse	sadness	surprise	neutral	emotions	emotion_count
id
eew5j0j	That game hurt.	game hurt	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	sadness	1
ed2mah1	You do right, if you don't care then fuck 'em!	right care fuck em	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	neutral	1
eeibobj	Man I love reddit.	man love reddit	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	love	1
eda6yn6	[NAME] was nowhere near them, he was by the Falcon.	nowhere near falcon	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	neutral	1
eespn2i	Right? Considering it’s such an important document, I should know the damned thing backwards and forwards... thanks again for the help!	right considering important document know damned thing backwards forwards thanks help	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	gratitude	1

	original_text	text	example_very_unclear	admiration	amusement	anger	annoyance	approval	caring	confusion	curiosity	desire	disappointment	disapproval	disgust	embarrassment	excitement	fear	gratitude	grief	joy	love	nervousness	optimism	pride	realization	relief	remorse	sadness	surprise	neutral	emotions	emotion_count
id
eew5j0j	That game hurt.	[game, hurt]	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	sadness	1
ed2mah1	You do right, if you don't care then fuck 'em!	[right, care, fuck, em]	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	neutral	1
eeibobj	Man I love reddit.	[man, love, reddit]	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	love	1
eda6yn6	[NAME] was nowhere near them, he was by the Falcon.	[nowhere, near, falcon]	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	neutral	1
eespn2i	Right? Considering it’s such an important document, I should know the damned thing backwards and forwards... thanks again for the help!	[right, considering, important, document, know, damned, thing, backwards, forwards, thanks, help]	False	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	gratitude	1

	emotion	group
0	pride	negative
1	sadness	negative
2	remorse	negative
3	disappointment	negative
4	surprise	positive
5	gratitude	positive
6	admiration	positive
7	joy	positive
8	disgust	negative
9	caring	positive
10	amusement	positive
11	excitement	positive
12	disapproval	negative
13	love	positive
14	realization	positive
15	relief	positive
16	annoyance	negative
17	fear	negative
18	approval	positive
19	embarrassment	negative
20	neutral	neutral
21	optimism	positive
22	grief	negative
23	confusion	negative
24	desire	negative
25	nervousness	negative
26	curiosity	positive
27	anger	negative

	text
1	aa b whole meritocracy gtfo
2	aaaaaaaaaaaaaahhh imagine
3	aaaaaaaaaaaaand boop
4	aaaaaand feeling morning
5	aaaaaand soccer hopefully

	text	original_text	emotions	emotion_count	emojis	labels	encoded_labels	emotions_labels	encoded_emotion_labels
55858	“ ” train wreck social medium skill he shown far	Your “[NAME]” is a train wreck at social media. Only skill he’s shown so far	annoyance	1	NaN	negative	0	angry	0
55859	“ ” truly take devoted moron embrace nonsense	“[NAME] = [NAME] = [NAME]” 🤣😂 It truly takes a DEVOTED moron to embrace that nonsense.	optimism	1	😂🤣	positive	2	happy	2
55860	“ …dont try moral high ground ”	“…Don’t try it, [NAME]. I have the (moral) high ground!”	caring	1	NaN	positive	2	calm	1
55861	” better videotape sweet irl karma look generous people humble ”	”Better videotape it for that sweet IRL karma. Look at how generous I am, people! I am so humble.”	neutral	1	NaN	neutral	1	neutral	4
55862	” palestinian population rotten core ” source	>”The Palestinian [NAME] population is rotten to the core.” Source	annoyance	1	NaN	negative	0	angry	0
55863	‪still havent lost row still havent lost leading	‪Still haven’t lost 3 in a row, Still haven’t lost after leading after 2	neutral	1	NaN	neutral	1	neutral	4
55864	♪… without baby still lonely mind think baby dream time ♪	♪… I'm here without you baby But you're still on my lonely mind. I think about you baby and I dream about you all the time. ♪	caring, love	2	NaN	positive	2	calm	1
55865	♫ love quite take whiff hershey stain ♫	♫ Your love for me Won't be quite the same When you take a whiff Of my hershey stains. ♫	love	1	NaN	positive	2	happy	2
55866	카니발 sound like cannibal carnival	카니발 sounds more like cannibal than carnival.	fear	1	NaN	negative	0	angry	0
55867	ﾉωﾉ okay senpai owo nuzzles frick write whatever want	(ﾉωﾉ) O-okay senpai OWO Nuzzles* Frick off I write whatever I want!	neutral	1	NaN	neutral	1	neutral	4

	path	source	actor	gender	intensity	statement	repetition	emotion
0	data/ravdess/Audio_Speech_Actors_01-24\Actor_0...	1	1	male	0	0	0	1
1	data/ravdess/Audio_Speech_Actors_01-24\Actor_0...	1	1	male	0	0	1	1
2	data/ravdess/Audio_Speech_Actors_01-24\Actor_0...	1	1	male	0	1	0	1
3	data/ravdess/Audio_Speech_Actors_01-24\Actor_0...	1	1	male	0	1	1	1
4	data/ravdess/Audio_Speech_Actors_01-24\Actor_0...	1	1	male	0	0	0	2
...	...	...	...	...	...	...	...	...
1435	data/ravdess/Audio_Speech_Actors_01-24\Actor_2...	1	24	female	0	1	1	8
1436	data/ravdess/Audio_Speech_Actors_01-24\Actor_2...	1	24	female	1	0	0	8
1437	data/ravdess/Audio_Speech_Actors_01-24\Actor_2...	1	24	female	1	0	1	8
1438	data/ravdess/Audio_Speech_Actors_01-24\Actor_2...	1	24	female	1	1	0	8
1439	data/ravdess/Audio_Speech_Actors_01-24\Actor_2...	1	24	female	1	1	1	8

	0	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41	42	43	44	45	46	47	48	...	211	212	213	214	215	216	217	218	219	220	221	222	223	224	225	226	227	228	229	230	231	232	233	234	235	236	237	238	239	240	241	242	243	244	245	246	247	248	249	250	251	252	253	254	255	256	257	258	label
0	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-67.685593	-68.212214	-68.212214	-67.386476	-65.219131	-62.704535	-62.870301	-62.768739	-62.891043	-63.281282	-61.458104	-61.139970	-59.795637	-59.676616	-58.789903	-58.297200	-59.097292	-58.283021	-58.549535	-60.528688	-61.373958	-60.299974	-58.429981	-57.133375	-58.987724	-53.629501	-45.877025	-41.488264	-41.895857	-39.577167	-36.991950	-34.143112	-32.801599	...	-67.433966	-67.185388	-66.778341	-66.609618	-65.403262	-64.018496	-64.148656	-66.028809	-67.072643	-67.465027	-68.132671	-67.992074	-67.584857	-66.525597	-66.961895	-68.026499	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	-68.212214	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	male_neutral
1	-64.018694	-63.961998	-64.929215	-62.556875	-64.518052	-66.736681	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	-67.846647	-66.209893	-67.434568	-68.468195	-69.317820	-69.260251	-69.509410	-69.509410	-69.509410	-69.153733	-68.137207	-67.109850	-64.566010	-63.940409	-64.643155	-65.247679	-64.115983	-61.977793	-59.263131	-59.913767	-59.505754	-58.807301	-60.241671	-62.826739	-65.199239	-67.052832	-66.998594	-64.783475	-64.093212	-62.575964	-60.783979	-54.132198	-50.341105	-47.347966	-43.964862	-40.253655	-38.518922	-34.410349	...	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	-69.405732	-69.422383	-68.700166	-67.261877	-68.253356	-69.509410	-69.411358	-68.448258	-66.780247	-68.728646	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	-69.509410	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	male_neutral
2	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.024394	-67.148206	-67.148206	-67.148206	-66.509729	-67.148206	-67.148206	-67.100459	-66.853833	-67.148206	-66.733356	-65.683814	-65.041685	-65.923867	-66.639241	-67.037400	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-65.890836	-65.413841	-66.197764	-65.601782	-63.631642	-64.486581	-58.941026	-47.871156	-36.846981	-32.357976	-31.182800	-30.768791	-33.090084	-32.492918	...	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.148206	-67.109041	-66.983739	-67.148206	-67.148206	-67.148206	-67.148206	-66.815067	-65.673318	-62.456240	-60.043605	-60.794334	-63.420931	-61.838616	-60.134034	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	male_neutral
3	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-65.860989	-64.257317	-64.691150	-65.990656	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.362589	-66.357663	-63.019055	-59.852235	-59.055540	-58.977283	-58.955970	-57.119104	-52.944701	-46.924060	-37.995603	-32.765992	-29.935140	-29.700243	-29.690172	-29.767552	...	-64.589144	-64.791590	-64.316670	-63.688489	-61.786934	-61.955806	-63.673860	-63.471159	-63.263974	-63.263894	-63.968978	-65.136405	-64.503495	-62.127575	-61.524438	-61.808030	-64.120655	-66.265331	-66.362589	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	male_neutral
4	-72.089426	-72.089426	-72.089426	-72.089426	-72.089426	-72.089426	-72.089426	-72.089426	-72.089426	-72.089426	-72.089426	-71.996625	-71.771312	-72.089426	-72.089426	-72.089426	-72.089426	-72.089426	-72.089426	-71.206994	-70.835321	-72.089426	-72.089426	-72.089426	-72.126506	-72.271103	-71.149604	-69.357704	-71.014129	-72.015443	-71.540369	-71.915120	-70.193565	-69.320580	-70.468783	-70.852217	-71.054890	-67.860942	-66.822739	-69.379855	-70.072303	-65.625404	-54.155164	-48.967389	-46.509878	-45.243235	-46.714712	-48.288824	-46.069062	...	-62.059116	-63.058764	-64.951446	-64.732786	-63.409754	-63.347886	-63.784985	-64.620495	-63.764619	-63.104327	-63.536979	-64.787139	-63.906344	-64.750675	-67.235343	-67.904011	-65.324815	-63.358124	-66.199423	-70.450224	-72.034980	-72.004548	-71.301979	-71.870300	-72.086636	-72.089426	-72.089426	-72.000661	-72.089426	-72.089426	-71.873765	-71.324173	-70.750985	-72.068673	-72.089426	-69.333148	-67.841333	-70.440398	-72.089426	-72.089426	-71.597391	-71.592796	-71.866851	-72.031376	-71.744749	-71.827220	-72.089426	-72.089426	male_calm
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
1435	-61.209400	-61.165140	-61.233030	-62.447618	-62.695055	-62.232824	-62.532608	-62.476773	-62.100119	-62.237301	-62.089047	-61.545982	-59.602442	-58.402270	-59.400633	-57.993459	-57.739261	-57.125329	-57.685649	-57.990136	-58.289840	-58.239283	-58.675782	-57.748407	-56.046500	-56.565616	-56.012678	-56.812437	-58.578525	-58.683300	-58.820580	-58.924610	-60.016720	-58.976363	-59.548708	-58.891822	-57.604712	-56.641930	-56.300430	-55.499911	-50.085617	-43.356471	-38.196631	-34.127143	-33.416686	-36.600462	-40.951076	-42.408901	-43.168782	...	-61.209400	-61.209400	-61.209400	-61.209400	-61.209400	-61.055981	-61.091289	-61.017936	-61.142201	-61.209400	-61.209400	-61.209400	-61.235116	-61.310540	-61.243864	-61.209400	-61.209400	-61.198868	-61.220379	-61.073036	-60.474504	-60.817954	-61.209400	-61.140186	-61.027488	-61.151186	-61.261111	-61.137594	-60.861977	-60.745654	-61.116539	-61.220666	-61.284222	-61.209400	-61.209400	-61.209400	-61.209400	-61.209400	-61.209619	-61.209400	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	female_surprised
1436	-57.080350	-57.080350	-57.080350	-57.080350	-57.080350	-57.080350	-57.080350	-57.080350	-57.080350	-57.117097	-57.374602	-57.421074	-57.303374	-57.387997	-57.321995	-57.148517	-56.855305	-56.413688	-56.355887	-56.340342	-55.184743	-53.725117	-53.653713	-53.366368	-54.366159	-53.781718	-52.553482	-52.442755	-53.219510	-54.628380	-55.529909	-56.456358	-56.583392	-56.690025	-56.589322	-57.889537	-56.950740	-56.511229	-57.078336	-57.032097	-55.969180	-53.277892	-48.536948	-42.358703	-35.196491	-31.796423	-30.961001	-32.477790	-33.853905	...	-44.686972	-47.403167	-47.330951	-49.266162	-50.747642	-50.975800	-53.646273	-53.805800	-55.010771	-56.244218	-56.881008	-56.638094	-56.282007	-55.818966	-56.293275	-56.559266	-55.930160	-54.525957	-53.821259	-54.076682	-55.428819	-55.372068	-56.567969	-55.675034	-54.499924	-53.529625	-54.410668	-56.087142	-57.080350	-56.853640	-56.766647	-57.080532	-55.887936	-55.437859	-55.184860	-55.137249	-56.268706	-57.020880	-57.080350	-57.068038	-56.961630	-56.799073	-56.982384	-56.822189	-56.946384	-56.728445	-57.080350	-57.080350	female_surprised
1437	-59.029183	-59.029183	-59.029183	-59.029183	-59.029183	-59.065850	-59.044793	-59.029183	-59.032249	-59.017745	-59.165022	-58.969498	-58.901140	-59.002375	-59.010522	-58.627953	-57.930469	-57.054280	-56.314647	-56.523116	-56.475369	-55.742113	-55.826031	-55.653787	-54.537725	-53.170156	-52.156464	-53.106381	-53.217201	-52.694603	-52.090532	-51.565793	-51.785589	-52.729795	-54.299174	-56.805110	-57.173508	-57.872252	-57.814232	-57.690348	-57.185036	-56.785663	-55.286754	-47.540085	-40.702518	-36.027157	-32.998274	-31.910577	-33.374056	...	-46.308972	-48.638664	-49.667527	-50.767021	-52.108947	-54.587443	-57.064326	-58.083749	-58.349230	-59.026242	-58.891348	-58.649665	-59.029183	-59.029183	-59.029183	-59.029183	-58.737358	-58.948654	-58.827107	-58.933694	-58.946992	-59.029183	-59.029183	-59.029183	-59.029183	-59.029183	-59.029183	-59.029183	-59.029183	-59.029183	-59.029183	-59.029183	-59.029183	-59.055013	-58.642841	-58.161455	-58.631836	-58.920740	-58.648822	-58.793478	-59.028695	-59.029183	-59.029183	-59.007987	-59.029183	-59.029183	-59.047491	-59.038806	female_surprised
1438	-56.547908	-56.547908	-56.518072	-56.761277	-55.770327	-54.417593	-54.085069	-54.207726	-53.872544	-52.958985	-51.308441	-48.630611	-47.560814	-46.583185	-44.327540	-43.545941	-44.928432	-46.111613	-46.929934	-45.447814	-44.235732	-45.135472	-45.475238	-45.152271	-46.080407	-45.517404	-45.270078	-45.402393	-44.162380	-42.700814	-39.749561	-38.002530	-40.283141	-44.172944	-49.986224	-51.871286	-51.207915	-49.849365	-50.094510	-50.094890	-46.719783	-38.201145	-30.081207	-25.771051	-25.330521	-27.582504	-29.825275	-29.381321	-29.414641	...	-47.350082	-49.788182	-52.503907	-52.693377	-52.100188	-52.575826	-51.155650	-50.951595	-51.554348	-51.618568	-51.030522	-50.738239	-50.911655	-53.552734	-56.410009	-54.290869	-52.568390	-52.774712	-52.341006	-53.714916	-54.558967	-52.226461	-51.445831	-51.296245	-50.405833	-52.231631	-54.697500	-53.569807	-54.629986	-53.897300	-54.231613	-55.708977	-55.243181	-54.351906	-53.396459	-53.448422	-53.672713	-53.704646	-53.509937	-51.991650	-53.000329	-53.496316	-54.296261	-55.611734	-56.207620	-55.620887	-56.162157	-56.144572	female_surprised
1439	-49.285617	-46.508113	-47.183874	-47.971226	-48.432577	-46.951198	-47.505315	-48.399671	-51.107508	-52.218245	-52.172889	-53.062912	-51.859154	-51.170473	-53.635262	-54.986314	-54.415331	-53.702884	-55.080090	-56.508891	-56.035362	-56.217803	-56.666525	-57.910969	-57.991603	-57.991603	-57.991603	-57.991603	-57.991603	-57.773300	-57.991603	-57.991603	-57.653193	-56.039851	-56.706496	-57.991603	-57.943692	-55.849810	-54.846112	-52.968701	-48.876771	-39.608568	-32.467154	-27.947117	-26.565016	-27.576555	-33.109716	-34.875953	-33.584956	...	-48.168424	-49.253730	-52.303574	-54.516243	-56.222778	-55.501610	-54.245063	-52.290715	-53.533122	-52.674870	-51.223949	-49.370055	-49.017698	-48.834032	-50.806934	-52.028183	-50.058235	-49.387164	-50.113681	-49.912372	-51.766225	-54.692468	-53.821222	-51.350091	-49.926548	-49.908495	-52.565993	-52.438288	-53.937184	-54.781208	-53.823890	-52.511706	-52.556094	-53.374285	-52.018785	-51.412628	-53.161669	-55.210261	-57.185523	-56.673935	-54.492120	-54.014828	-53.502202	-52.046185	-54.264737	-54.918413	-56.125797	-57.991603	female_surprised

	predictedvalues
0	female_angry
1	female_angry
2	female_angry
3	female_angry
4	male_calm
...	...
1435	female_angry
1436	female_surprised
1437	female_surprised
1438	female_surprised
1439	female_surprised

	actualvalues	predictedvalues
100	female_fearful	female_fearful
101	female_fearful	female_fearful
102	female_fearful	female_fearful
103	female_fearful	female_fearful
104	female_disgust	female_disgust
105	female_disgust	female_disgust
106	female_disgust	female_disgust
107	female_disgust	female_disgust
108	female_disgust	female_disgust
109	female_disgust	female_disgust
110	female_disgust	female_disgust
111	female_disgust	female_disgust
112	female_surprised	female_surprised
113	female_surprised	female_surprised
114	female_surprised	female_surprised
115	female_surprised	female_surprised
116	female_surprised	female_surprised
117	female_surprised	female_surprised
118	female_surprised	female_surprised
119	female_surprised	female_surprised

	actualvalues
predictedvalues
female_angry	361
female_calm	94
female_disgust	96
female_fearful	80
female_happy	90
female_neutral	41
female_sad	91
female_surprised	73
male_angry	85
male_calm	81
male_disgust	85
male_fearful	55
male_happy	63
male_neutral	25
male_sad	72
male_surprised	48

	emotion	emotional intensity	statement	repetition	actor
index
01-01-01-01-01-01-09	neutral	normal	1	1	9
01-01-01-01-01-02-09	neutral	normal	1	2	9
01-01-01-01-02-01-09	neutral	normal	2	1	9
01-01-01-01-02-02-09	neutral	normal	2	2	9
01-01-02-01-01-01-09	calm	normal	1	1	9
...	...	...	...	...	...
02-01-08-01-02-02-12	surprise	normal	2	2	12
02-01-08-02-01-01-12	surprise	strong	1	1	12
02-01-08-02-01-02-12	surprise	strong	1	2	12
02-01-08-02-02-01-12	surprise	strong	2	1	12
02-01-08-02-02-02-12	surprise	strong	2	2	12